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Why Fractal decided not to serve India | Fractal Analytics. Around 2010, they made a radical choice: they would not serve the Indian market. Instead, they created a “must-win client” rule — a company had to have at

Thrilled to share that Cogentiq Invoice to Cash (I2C) has been recognized as a winner at the NASSCOM AI Gamechanger Awards 2026!

This recognition is a testament to the incredible work of our teams who are pushing the boundaries of what's possible with agentic AI.

Cogentiq I2C was built with a simple but ambitious vision: helping enterprises move beyond AI experimentation to real-world impact through intelligent, autonomous, and collaborative AI agents. Being recognized by one of the industry's most prestigious platforms reinforces the potential of agentic systems to transform the future of work and enterprise decision-making.

A huge congratulations to everyone who contributed to this journey, and thank you to nasscom ai for this honor.

Here's to continuing our mission of making enterprise AI more intelligent, actionable, and impactful.

If there was one thing we heard over and over at 𝗔𝗺𝗮𝘇𝗼𝗻 𝗔𝗰𝗰𝗲𝗹𝗲𝗿𝗮𝘁𝗲 𝟮𝟬𝟮𝟲, it was this: “𝗪𝗲 𝗰𝗮𝗻’𝘁 𝗸𝗲𝗲𝗽 𝘂𝗽 𝘄𝗶𝘁𝗵 𝘁𝗵𝗲 𝘀𝗽𝗲𝗲𝗱 𝗼𝗳 𝘁𝗵𝗲 𝗺𝗮𝗿𝗸𝗲𝘁𝗽𝗹𝗮𝗰𝗲.”

Across conversations with scaling brands, the story was remarkably consistent:

🔸Signals come in fast - competitor price changes, fee updates, ad efficiency dips - but teams are stuck reacting too slowly.
🔸Many are already using AI tools that help diagnose issues and outline potential solutions, but they don’t actually make execution faster.
🔸For others, AI has become another overwhelming task: prompting across hundreds (or - thousands) of ASINs, copying outputs, and manually applying insights.

The problem isn’t a lack of AI. It’s AI that doesn’t act at the speed of the business.

At 𝗙𝗿𝗮𝗰𝘁𝗮𝗹, we’re building 𝗖𝗼𝗴𝗲𝗻𝘁𝗶𝗾 𝗘-𝗰𝗼𝗺𝗺𝗲𝗿𝗰𝗲, an AI-native, agentic profit engine that turns marketplace signals into decisions, and decisions into profit, without adding more manual work.
 
Thank you to everyone who visited our booth and joined our workshop in Seattle, and who shared their real challenges and ambitions. Your feedback is already shaping what we build next.
 
If you missed us at Amazon Accelerate but want to explore how agentic AI can transform your Amazon profitability, let’s talk: 𝗖𝗼𝗴𝗲𝗻𝘁𝗶𝗾𝗖𝗣𝗚@𝗙𝗿𝗮𝗰𝘁𝗮𝗹.𝗮𝗶

Prabal Chaudhri | Jamie Podhaizer | Jessica Halper, MS, MPH | Ganesh Subramanian | Sumith Balagangadharan | Anshu Aggarwal  | Arpit Sodani

If growth feels harder to find, it may be worth looking at something already in front of you: the conversations happening across your franchise network every day.
 
Customers asking questions. Prospects exploring options. Franchise candidates expressing interest.
 
Too often, these signals remain fragmented across channels and teams. Yet collectively, they offer a powerful view into what customers need, where opportunities exist, and how brands can respond faster.
 
The question is not whether these conversations matter. It's whether you're capturing the value hidden within them.
 
We're excited to explore this topic at 𝐅𝐋𝐃𝐂𝟐𝟔.
 
Visit us at 𝐁𝐨𝐨𝐭𝐡 #𝐅𝟏 to see how 𝐂𝐨𝐠𝐞𝐧𝐭𝐢𝐪 𝐂𝐗 helps franchisors engage with speed, surface network-wide insights, and transform everyday conversations into a strategic driver of growth.
 
𝐎𝐜𝐭 𝟓-𝟖 | 𝐈𝐧𝐭𝐞𝐫𝐂𝐨𝐧𝐭𝐢𝐧𝐞𝐧𝐭𝐚𝐥 𝐁𝐮𝐜𝐤𝐡𝐞𝐚𝐝 𝐀𝐭𝐥𝐚𝐧𝐭𝐚
 
Srikanth Velamakanni | Pranay Agrawal | Lou Boudreau |Gautam Kumar | Rakhin Veliyambra | Ritesh Radhakrishnan | Sankar Narayanan 'SN' | Garima Beniwal | Shubhankar Jadhav | Devee Mohapatra | Ranganath D.G

75 Fractal Analytics Internships. Founded in 2000, Fractal Analytics is a strategic analytics partner to the most admired Fortune 500 companies globally and helps them power every human

Principal Data Scientist at Fractal. Brief about Fractal Fractal Analytics is Leading Fortune 500 companies leverage Big Data, Analytics and technology to drive smarter, faster and more accurate decisions in every aspect of their business. Fortune 500 companies recognize analytics is a competitive advantage to understand customers and make better decisions. We deliver insight, innovation and impact to them through predictive analytics and visual story-telling. [...] Fractal Fractal Fractal is an AI-first analytics company that partners with Fortune 500 organizations to enhance their decision-making processes through advanced analytics. By transforming data into actionable insights, Fractal empowers global enterprises to leverage analytics as a competitive advantage, making intelligent decisions at scale. Founded : Founded 2000 Employees : 500+ employees Industry : management consulting Total raised : $860M raised [...] The Artificial Intelligence and Machine Learning (AIML) group at Fractal Analytics is actively involved in helping Fortune 500 companies by enabling them to discover how they can leverage their data using advanced and sophisticated AI/ML algorithms for which we are looking for Data Scientists with the capability to work on independent statistical and machine learning research/ projects. If you are a problem solver with a curiosity for exploring new techniques and technologies in AIML space,

Fractal Analytics Data Engineer salaries in India (Updated .... The average salary of a Data Engineer at Fractal Analytics in India typically ranges from ₹18.6 Lakhs to ₹20.6 Lakhs per year, depending on experience,

Fractal Analyti Share Price, Fractal Analyti Stock Price, Fractal Analytics Ltd. Stock Price, Share Price, Live BSE/NSE, Fractal Analytics Ltd. Bids Offers. Buy/Sell Fractal Analytics Ltd. news & tips, & F&O Quotes, NSE/BSE Forecast News and Live Quotes - Moneycontrol.com. | BUY | | SELL | | --- --- | | QTY | PRICE | PRICE | QTY | | 20 | 725.80 | 0.00 | 0 | | 0 | 0.00 | 0.00 | 0 | | 0 | 0.00 | 0.00 | 0 | | 0 | 0.00 | 0.00 | 0 | | 0 | 0.00 | 0.00 | 0 | | 864 | Total | Total | 2585 | Invest on at ₹0 Brokerage Invest in Stockson ## #KnowBeforeYouInvest Dezerv Stop guessing! Get an expert wealth review to identify gaps in your portfolio. Dezerv Arrow Superior Financial Strength, High Growth Trend Stock Priced at High Valuations ;) #### Disclaimer [...] Fractal Analyti Consolidated June 2026 Net Sales at Rs 912.50 crore, up 19.99% Y-o-Y Fractal Analyti Consolidated June 2026 Net Sales at Rs 912.50 crore, up 19.99% Y-o-Y Aug 03 2026 10:18 AM Buy Fractal Analytics; target of Rs 1090: ICICI Securities Buy Fractal Analytics; target of Rs 1090: ICICI Securities Jul 27 2026 02:58 PM Buy Fractal Analytics; target of Rs 1010: Prabhudas Lilladher Buy Fractal Analytics; target of Rs 1010: Prabhudas Lilladher Jul 27 2026 11:49 AM ## FORUM [...] The Moneycontrol Stock Score is a quantitative score calculated through analysis of financial metrics in respect of the company such as financial performance, financial strength, valuation and technical metrics. The Moneycontrol Stock Score is merely an analytical tool that delivers statistical summary of financial data and does not provide any investment advice or research recommendation. It does not take into account the particular investment objectives, or needs of individual investors. The

Fractal Analytics Data Analyst Salaries by 100+ Employees .... The average salary of a Data Analyst at Fractal Analytics in India typically ranges from ₹9.7 Lakhs to ₹11.1 Lakhs per year, depending on experience,

FRACTAL ANALYTICS LIMITED (FRACTAL) Stock, Price, .... Analyst rating and price target FRACTAL is rated "Buy" with a 12-month target price of ₹945.13, a 29.94% upside from the current price of ₹727.35.

At 𝐓𝐡𝐞 𝐒𝐮𝐦𝐦𝐢𝐭 𝐟𝐨𝐫 𝐀𝐬𝐬𝐞𝐭 𝐌𝐚𝐧𝐚𝐠𝐞𝐦𝐞𝐧𝐭 (𝐓𝐒𝐀𝐌) 𝟐𝟎𝟐𝟔, a clear shift was evident across asset and wealth management: 𝐀𝐈 𝐢𝐬 𝐦𝐨𝐯𝐢𝐧𝐠 𝐟𝐫𝐨𝐦 𝐞𝐱𝐩𝐞𝐫𝐢𝐦𝐞𝐧𝐭𝐚𝐭𝐢𝐨𝐧 𝐭𝐨 𝐞𝐱𝐞𝐜𝐮𝐭𝐢𝐨𝐧.
 
Enterprise value creation is becoming the top priority, and strong engagement from senior leaders is reinforcing AI's position on the board agenda.
 
Based on our conversations with attendees across the industry, the following themes stood out:
🔸 Operations and productivity remain the primary focus of AI investment.
🔸 Responsible AI adoption is becoming a strategic priority.
🔸 Domain-specific solutions that address real asset and wealth management challenges are in growing demand.
 
As AI ambition continues to grow, competitive advantage will come from effectively translating that ambition into enterprise value.
 
Leandro DalleMule | Gaurav Sharma | Vinoj Radhakrishnan | Tarun Kishnani | Abhishek Gautam

𝐅𝐫𝐚𝐧𝐜𝐡𝐢𝐬𝐨𝐫𝐬 𝐰𝐚𝐧𝐭 𝐦𝐨𝐫𝐞 𝐫𝐞𝐯𝐞𝐧𝐮𝐞, 𝐬𝐭𝐫𝐨𝐧𝐠𝐞𝐫 𝐟𝐫𝐚𝐧𝐜𝐡𝐢𝐬𝐞𝐞𝐬, 𝐚𝐧𝐝 𝐚 𝐜𝐨𝐧𝐬𝐢𝐬𝐭𝐞𝐧𝐭 𝐜𝐮𝐬𝐭𝐨𝐦𝐞𝐫 𝐞𝐱𝐩𝐞𝐫𝐢𝐞𝐧𝐜𝐞 𝐚𝐜𝐫𝐨𝐬𝐬 𝐞𝐯𝐞𝐫𝐲 𝐥𝐨𝐜𝐚𝐭𝐢𝐨𝐧.

The challenge is that thousands of conversations happen every day, and valuable opportunities are often missed.
 
That's why we're excited to be at 𝐅𝐋𝐃𝐂𝟐𝟔.
 
At Booth F1, we'll showcase how Cogentiq CX, our agentic AI solution, helps franchisors:
🔸 Engage with franchise candidates the moment they show interest 
🔸 Answer customer inquiries during peak periods, after hours, and when locations are busy serving customers
🔸 Uncover insights from customer interactions across the network
🔸 Capture opportunities that may otherwise be missed

From customer inquiries and appointments to franchise development conversations, Cogentiq CX helps ensure every interaction contributes to growth.
 
𝐎𝐮𝐫 𝐭𝐞𝐚𝐦 𝐚𝐭 𝐅𝐋𝐃𝐂𝟐𝟔:
🔸 Lou Boudreau, Head of Growth – Cogentiq CX
🔸 Gautam Kumar, Head of Enterprise Sales – Cogentiq CX

Visit us for a live walkthrough to see how agentic AI can move the needle on your franchise development𝐟𝐫𝐚𝐧𝐜𝐡𝐢𝐬𝐞 𝐝𝐞𝐯𝐞𝐥𝐨𝐩𝐦𝐞𝐧𝐭 and 𝐜𝐮𝐬𝐭𝐨𝐦𝐞𝐫 𝐞𝐱𝐩𝐞𝐫𝐢𝐞𝐧𝐜𝐞 𝐠𝐨𝐚𝐥𝐬.

𝐁𝐨𝐨𝐭𝐡 # 𝐅𝟏 | 𝐅𝐋𝐃𝐂𝟐𝟔 | 𝐎𝐜𝐭 𝟓-𝟖 | 𝐈𝐧𝐭𝐞𝐫𝐂𝐨𝐧𝐭𝐢𝐧𝐞𝐧𝐭𝐚𝐥 𝐁𝐮𝐜𝐤𝐡𝐞𝐚𝐝, 𝐀𝐭𝐥𝐚𝐧𝐭𝐚
 
Srikanth Velamakanni | Pranay Agrawal | Rakhin Veliyambra | Ritesh Radhakrishnan | Sankar Narayanan 'SN' | Garima Beniwal | Shubhankar Jadhav | Devee Mohapatra | Ranganath D.G

Senior Decision Scientist – Demand Planner - Fractal. Fractal Analytics is a strategic AI partner to Fortune 500 companies with a vision to power every human decision in the enterprise. Fractal is building a

Remote Jobs at Fractal. Fractal is one of the most prominent providers of Artificial Intelligence to Fortune 500® companies. Fractal's vision is to power every human decision in the enterprise, and bring AI, engineering, and design to help the world's most admired companies. With specializations in marketing analytics, advanced analytics, predictive analytics, and customer analytics, Fractal offers multiple AI-driven solutions including Crux Intelligence, Eugenie. ai, Asper. ai, and Senseforth. ai. [...] Selected: 🆕 Date Added. ### Senior Decision Scientist – Demand Planner 🕒 5 days ago 🕒 5 days ago #### Fractal 1001 - 5000 📣 Marketing 🏥 Healthcare 📦 Logistics Demand Planner forecasting consumer-product demand for Fractal Analytics, a strategic AI partner to Fortune 500 companies. Analyzing sales, inventory, launches, and trends to support S&OP. 🏄 California, New York – Remote info info 🏄 California – Remote 🗽 New York – Remote 💵 $130k - $150k / year ⏰ Full Time 🟠 Senior [...] The company's workforce exceeds 4000 employees across global locations, providing innovative services that cater to diverse industries, and has received accolades for workplace culture and analytics expertise.

The economics of AI are changing fast.

The question is no longer simply, "What does AI cost?" It's becoming, "𝐖𝐡𝐚𝐭 𝐛𝐞𝐜𝐨𝐦𝐞𝐬 𝐩𝐨𝐬𝐬𝐢𝐛𝐥𝐞 𝐰𝐡𝐞𝐧 𝐢𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐜𝐞 𝐛𝐞𝐜𝐨𝐦𝐞𝐬 𝐢𝐧𝐜𝐫𝐞𝐚𝐬𝐢𝐧𝐠𝐥𝐲 𝐚𝐜𝐜𝐞𝐬𝐬𝐢𝐛𝐥𝐞?"

In a recent conversation with Debangana Ghosh from moneycontrol.com, Srikanth Velamakanni shared his perspective on this shift, including Fractal's planned investment of up to $10 million in tokens for R&D and internal usage.

As AI becomes more deeply embedded in enterprise workflows, token economics will increasingly shape how organizations experiment, build, and scale value from AI.

Read the full story: link in comments

Be part of Fractal’s invite-only Claude Code Workshop on October 6 in New York, where engineering and AI leaders will explore how to move AI from experimentation into real software development workflows.  

Listen to perspectives from Fractal, Anthropic, and industry peers, followed by hands-on building with Claude Code. 

A practical session focused on developer productivity, AI-enabled engineering, and operationalizing AI across the SDLC. 

Slots are limited. Reach out to your Fractal contact to request an invite. 

Morgan Rankey | Indrajit Singh | Roy Debajyoti | William C. | Jayson Stemmler

Most demonstrations of coding agents imply that software delivery can now be delegated end-to-end.

In practice, enterprise engineering teams face a different challenge: how do you use tools like Codex without weakening maintainability, reviewability, architectural consistency, or release quality? 

This article shares Fractal's practical framework for using Codex in enterprise environments: Understand → Plan → Execute → Review & Refine. And also includes practical prompt guides and templates that teams can apply directly within each stage of the framework.

Read full article: https://lnkd.in/dzjySs-u 

Suvam Ray | Karamjeet Singh | Shivangi Singh

Join us at 𝐈𝐓𝐂 𝐕𝐞𝐠𝐚𝐬 as we explore one of the insurance industry's most pressing questions: how do insurers move AI from experimentation into the workflows where it can create real business value?
 
At Fractal, we're focused on helping insurers apply AI where it matters most across the insurance value chain. And with Cogentiq, we're taking this a step further by bringing agentic AI into enterprise workflows to power human expertise and decision-making at scale.

We look forward to connecting with insurance leaders to discuss these opportunities and share perspectives on how AI can move from promise to practical, enterprise-scale impact.

Let's connect in Las Vegas.

September 29 - October 1 @ Mandalay Bay, Las Vegas 

Email: nidhin.rajendran@fractal.ai

Leandro DalleMule | Bhaskar Kumar | Onil Chavan | Hetal Assar | Nidhin Rajendran

We’re proud to share that Fractal’s 𝐂𝐨𝐠𝐞𝐧𝐭𝐢𝐪 𝐈𝐧𝐯𝐨𝐢𝐜𝐞 𝐭𝐨 𝐂𝐚𝐬𝐡 platform won 𝐎𝐮𝐭𝐬𝐭𝐚𝐧𝐝𝐢𝐧𝐠 𝐔𝐬𝐞 𝐨𝐟 𝐓𝐞𝐜𝐡𝐧𝐨𝐥𝐨𝐠𝐲 𝐢𝐧 𝐅𝐢𝐧𝐚𝐧𝐜𝐞, and Shipra Sooden, Head of CFO Analytics & Digital Finance Transformation, was recognized as 𝐀𝐈-𝐥𝐞𝐝 𝐓𝐫𝐚𝐧𝐬𝐟𝐨𝐫𝐦𝐚𝐭𝐢𝐨𝐧 𝐋𝐞𝐚𝐝𝐞𝐫 𝐨𝐟 𝐭𝐡𝐞 𝐘𝐞𝐚𝐫 𝐚𝐭 𝐭𝐡𝐞 𝐅𝐮𝐭𝐮𝐫𝐞 𝐨𝐟 𝐅𝐢𝐧𝐚𝐧𝐜𝐞 𝐓𝐫𝐚𝐧𝐬𝐟𝐨𝐫𝐦𝐚𝐭𝐢𝐨𝐧 𝐒𝐮𝐦𝐦𝐢𝐭 & 𝐀𝐰𝐚𝐫𝐝𝐬 𝟐𝟎𝟐𝟔.

This recognition reflects the real-world impact Cogentiq Invoice to Cash delivers for finance teams - unlocking cash, improving operational efficiency and driving meaningful bottom-line impact.

At the heart of the platform is a simple belief: AI works best when it empowers people, not replaces them. Five specialized agents work across the receivables lifecycle, surfacing recommendations along with the reasoning and confidence behind them. Every decision remains in human hands, creating the transparency, accountability, and trust organizations need to scale AI responsibly.

A huge congratulations to Shipra and heartfelt thanks to the incredible teams whose expertise, passion, and collaboration made this achievement possible. We're excited for what comes next.

Matt Gennone | Sandeep Dutta | Ajoy Singh | Rishi Seth | Yuvaneet Bhaker | Juned Ahmed | Prathmesh Thergaonkar | Angad Singh | Siddharth Malik

𝐖𝐡𝐚𝐭 𝐦𝐚𝐤𝐞𝐬 𝐅𝐫𝐚𝐜𝐭𝐚𝐥 𝐨𝐧𝐞 𝐨𝐟 𝐈𝐧𝐝𝐢𝐚’𝐬 𝐛𝐞𝐬𝐭 𝐩𝐥𝐚𝐜𝐞𝐬 𝐭𝐨 𝐰𝐨𝐫𝐤 𝐟𝐨𝐫 𝐰𝐨𝐦𝐞𝐧, 𝐲𝐞𝐚𝐫 𝐚𝐟𝐭𝐞𝐫 𝐲𝐞𝐚𝐫?

The answer lies in a thousand everyday moments: a voice heard, an idea backed, a career given room to grow, a leader who opens a door...

They're what make recognition like this meaningful. We're proud to share that Fractal has been recognized among 𝐈𝐧𝐝𝐢𝐚’𝐬 𝐓𝐨𝐩 𝟓𝟎 𝐁𝐞𝐬𝐭 𝐖𝐨𝐫𝐤𝐩𝐥𝐚𝐜𝐞𝐬™ 𝐟𝐨𝐫 𝐖𝐨𝐦𝐞𝐧 𝟐𝟎𝟐𝟔, in the Large category, by Great Place To Work®India.

This is our second consecutive year in the Top 50 and our seventh consecutive year among India’s Top 100 Best Workplaces for Women.

Fractal is hosting an invite-only 𝗖𝗹𝗮𝘂𝗱𝗲 𝗖𝗼𝗱𝗲 𝗪𝗼𝗿𝗸𝘀𝗵𝗼𝗽 in 𝗡𝗲𝘄 𝗬𝗼𝗿𝗸 for engineering and AI leaders on 𝗢𝗰𝘁𝗼𝗯𝗲𝗿 𝟲.

The session will bring together perspectives from Fractal, Anthropic, and industry peers, followed by hands-on building with Claude Code.

Explore how AI can be operationalized across software development to improve developer productivity and strengthen engineering workflows.

Slots are limited. Reach out to your Fractal contact to request an invite.

Morgan Rankey | Indrajit Singh | Roy Debajyoti | William C. | Jayson Stemmler

𝐖𝐞'𝐫𝐞 𝐡𝐞𝐚𝐝𝐢𝐧𝐠 𝐭𝐨 𝐈𝐓𝐂 𝐕𝐞𝐠𝐚𝐬.

We're excited to connect with insurance leaders who are looking for practical ways to get real value from AI and improve outcomes across underwriting, claims, and customer experience. That's where we're focused.

At Fractal, we help insurers put AI to work across the business, combining deep insurance expertise with the right data, technology, and adoption strategies.

And with Cogentiq, we're bringing agentic AI into enterprise workflows to support better decisions and help teams do more with their expertise.

Interested in the conversation? Let's connect.

September 29 - October 1 | Mandalay Bay, Las Vegas

Email: nidhin.rajendran@fractal.ai

Leandro DalleMule | Bhaskar Kumar | Onil Chavan | Hetal Assar | Nidhin Rajendran

We just won 𝗚𝗢𝗟𝗗 at the Brandon Hall Group Awards 2026. 

𝗙𝗿𝗮𝗰𝘁𝗮𝗹 𝗜𝗻𝘁𝗲𝗿𝗻𝗮𝗹 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻𝘀 - Best Certification Program 
We built a way for practitioners to prove their AI, data, and engineering expertise. Not just learn it. Own it. 

𝗚𝗲𝗻𝗔𝗜 𝗨𝗽𝗹𝗶𝗳𝘁 - Best Program for Upskilling Employees 
We took our entire workforce from "what's GenAI?" to "let's ship it." Real skills. Real readiness.

Thank you to the teams behind these programs, and to everyone who trusted them to build their AI skills.

Kunal Jain | Rasesh Shah | Chandra Nayudu | Ruchi Paliwal

𝗦𝗰𝗮𝗹𝗶𝗻𝗴 𝗼𝗻 𝗔𝗺𝗮𝘇𝗼𝗻? 𝗧𝘂𝗿𝗻 𝗔𝗜 𝗶𝗻𝘁𝗼 𝗽𝗿𝗼𝗳𝗶𝘁, 𝗻𝗼𝘁 𝗮𝗻𝗼𝘁𝗵𝗲𝗿 𝗽𝗶𝗹𝗼𝘁.

At Amazon Accelerate, discover how Fractal's Cogentiq E-commerce monitors and acts on 70+ signals across every ASIN to uncover profit
opportunities, reduce margin leakage, and drive faster decisions.

Join our hands-on workshop, 𝗗𝗿𝗶𝘃𝗶𝗻𝗴 𝗣𝗿𝗼𝗳𝗶𝘁 𝗨𝗻𝗱𝗲𝗿 𝗣𝗿𝗲𝘀𝘀𝘂𝗿𝗲, to identify hidden profit barriers, prioritize high-impact opportunities, and see human–agent collaboration in action.

📅 September 22 | 12:15 PM or 2:45 PM 
📍 Ballroom 3 L 5, Seattle Convention Center 
🔸 Visit Booth #438
 
Not at Amazon Accelerate? We can run this workshop for your team. 
Email: CogentiqCPG@Fractal.ai

Matt Gennone | Prabal Chaudhri | Jamie Podhaizer | Jessica Halper, MS, MPH | Ganesh Subramanian | Sumith Balagangadharan | Anshu Aggarwal | Ankur Shrimali | Arpit Sodani

Asset managers are moving beyond chatbots and stalled AI pilots. They're deploying production-grade agentic AI across sales and operations to drive growth, improve efficiency, and strengthen control.
 
Join 𝗙𝗿𝗮𝗰𝘁𝗮𝗹’𝘀 𝗹𝗶𝘃𝗲 𝗧𝗲𝗰𝗵 𝗗𝗲𝗺𝗼 at 𝗧𝗦𝗔𝗠 𝗡𝗲𝘄 𝗬𝗼𝗿𝗸 to see these capabilities in action.
 
Through live demonstrations of 𝗦𝗮𝗹𝗲𝘀 𝗔𝘀𝘀𝗶𝘀𝘁, 𝗥𝗲𝗰𝗼𝗻𝗰𝗶𝗹𝗶𝗮𝘁𝗶𝗼𝗻 𝗔𝘀𝘀𝗶𝘀𝘁, 𝗧𝗿𝗮𝗱𝗲 𝗢𝗽𝘀 𝗔𝘀𝘀𝗶𝘀𝘁, and 𝗥𝗲𝘃𝗶𝗲𝘄 𝗔𝘀𝘀𝗶𝘀𝘁 𝗳𝗼𝗿 𝗙𝘂𝗻𝗱𝘀, you'll see how agentic AI can help firms:
🔸 𝗪𝗶𝗻 𝗺𝗼𝗿𝗲 𝗺𝗮𝗻𝗱𝗮𝘁𝗲𝘀 with AI-powered client intelligence, opportunity identification, and meeting prep
🔸 𝗦𝗰𝗮𝗹𝗲 𝗔𝗨𝗠 without scaling operations through automated reconciliation, exception management, and fund document review
🔸 𝗜𝗺𝗽𝗿𝗼𝘃𝗲 𝗾𝘂𝗮𝗹𝗶𝘁𝘆 𝗮𝗻𝗱 𝗰𝗼𝗻𝘁𝗿𝗼𝗹 with explainable, auditable AI, and full-population review

𝗦𝗲𝘀𝘀𝗶𝗼𝗻: September 22 | 13:10 to 13:25 PM
Marriott Marquis, New York

Visit us at 𝗕𝗼𝗼𝘁𝗵 #𝟯𝟱 or email abhishek.gautam@fractal.ai to book a private walkthrough.

Pranay Agrawal| Leandro DalleMule | Gaurav Sharma | Vinoj Radhakrishnan | Tarun Kishnani | Abhishek Gautam

“We've built so much cool stuff!”
 
Three months in, Leandro DalleMule, our new Chief Practice Officer for FSI, is already excited by what we're creating at Fractal.
 
High on his agenda is helping financial services and insurance organizations develop AI-powered enterprise intelligence with Cogentiq, our purpose-built AI platform, backed by deep domain expertise.
 
Meet the person behind the practice ↓ 
Leandro DalleMule

We’re excited to share that Fractal has earned the Databricks Retail, Consumer Goods, and Travel Specialization.

Earning this specialization reflects our ability to unify and govern data, apply deep industry context to high-value use cases, and build solutions that support customer acquisition, retention, and profitability.

For our clients, this means faster paths from data to value, stronger governance at scale, and solutions grounded in the realities of retail, consumer goods, and travel.

Congratulations to our teams whose work made this milestone possible, and thank you to Databricks for their partnership.

Matt Gennone | Shashidhar Ramakrishnaiah | Louis Goldner | Prithwish Dev | Jayanta Datta | Kavya Puneeth | Manhardeep Kochhar | Jason McIntyre | Amit Bagga | Amit Singh | Jennifer Zavacky | Jeffrey Lipkowitz

"Better decisions build better societies."

That belief has carried Fractal for 26 years through three technology eras. At our first AGM, as a public company, Srikanth Velamakanni, Co-founder, Group CEO, Fractal, shares his take on why the world we were building for, has finally arrived. On AI as strategic infrastructure. And on redesigning enterprises at speed. 

Watch the full address

Going into our first AGM as a listed company, there was a strong sense of gratitude and responsibility. Gratitude for how far we have come together, and responsibility for what we must continue to build.
 
FY26 reflected both progress and purpose: ~₹3,300 crore in revenue, 19% Y-o-Y growth, and continued investment in the capabilities, research, and people that will shape our future.
🔸 Net profit up 30% to ~₹287 crore
🔸 17.6% adjusted EBITDA margin
🔸 6.4% of revenue invested in R&D
🔸 Net Promoter Score of 78
🔸 Certified as a Great Place to Work for the 10th consecutive year

The AGM was also a moment to reflect on the trust placed in us as a listed company.
 
Thank you to our clients, our people, and our shareholders for their belief and partnership.
 
The world we were building Fractal for has arrived. We do not intend merely to participate in the age of AI. We intend to help shape it.
 
Watch the full video: https://lnkd.in/dDBKNd3G

Srikanth Velamakanni | Pranay Agrawal | Satish A. Raman | Somya Agarwal | Vivek Mohan | Karenann Terrell | Janaki Akella | Rohan Haldea | Gavin Patterson | Neelam Dhawan | Sasha Mirchandani

Join us LIVE for our 26th Annual General Meeting, our first as a publicly listed company. Tune in as we share key highlights from FY25-26 and discuss the road ahead.
 
Sept 16, 2026 | 4:30 PM IST
Watch live: https://lnkd.in/dKvQcfCX

𝗖𝗼𝗴𝗲𝗻𝘁𝗶𝗾 𝗘-𝗰𝗼𝗺𝗺𝗲𝗿𝗰𝗲 𝗶𝘀 𝗵𝗲𝗮𝗱𝗶𝗻𝗴 𝘁𝗼 𝗔𝗺𝗮𝘇𝗼𝗻 𝗔𝗰𝗰𝗲𝗹𝗲𝗿𝗮𝘁𝗲!
 
See how AI agents act on 70+ signals across every ASIN to help brands stay in stock, improve visibility, and drive profitable growth.
 
Meet Fractal’s Prabal Chaudhri, Jamie Podhaizer, Jessica Halper, MS, MPH, Ganesh Subramanian, and Shreya Shah at:
 
📍 Booth #438 | Seattle Convention Center 
📅 September 22–24
 
Book a meeting: CogentiqCPG@fractal.ai
 
Matt Gennone | Sumith Balagangadharan | Anshu Aggarwal | Ankur Shrimali | Arpit Sodani

We’re heading to TSAM New York 2026, and our experts would love to meet you.
 
Join us on September 22–23 to explore how Fractal can help asset and wealth managers turn AI pilots to measurable business impact, enabling smarter client engagement, streamlined fund document reviews, faster trade reconciliation, and more efficient exception management.
 
Meet Fractal's Leandro DalleMule, Gaurav Sharma, Vinoj Radhakrishnan, Tarun Kishnani, and Abhishek Gautam to discuss AI that is scalable, governed, and built for real business value.
 
Swing by our booth to see our AI solutions live in action. 
 
To schedule a meeting or demo, email: abhishek.gautam@fractal.ai 
 
See you in New York!

Pranay Agrawal

This week, following OpenAI's release of GPT-6 Astra, the AI world watched closely.
 
Is this the beginning of the AGI era?
 
As speculation intensified, Srikanth joined CNBC-TV18 to offer a more grounded perspective: we're not quite there yet. Instead, we're in what he calls the Artificial Jagged Intelligence (AJI) era, where AI systems demonstrate remarkable capabilities in some areas while still falling short in others.
 
Watch Srikanth lay out the bull and bear case for where AI stands today and what comes next: link in comments

When people talk about trustworthy AI, the conversation usually focuses on model performance, guardrails, and regulations. What receives less attention is the evidence needed to explain how an AI system was built, evaluated, deployed, and governed. 

In this article, Fractal explores a four-layer metadata framework covering data provenance, model development, deployment context, and governance processes. The post also examines how governance and observability signals available through OpenAI's platform can help organizations strengthen accountability and audit readiness. 

Read the article: https://lnkd.in/dcVQQYXy  

Shikhar Kwatra | Arushi Bafna | Suvam Ray

Every finance leader today faces the same challenge: how do you build a finance function that's more agile, data-driven, and prepared for what's next?
 
Join us at the 𝐅𝐮𝐭𝐮𝐫𝐞 𝐨𝐟 𝐅𝐢𝐧𝐚𝐧𝐜𝐞 𝐒𝐮𝐦𝐦𝐢𝐭 & 𝐀𝐰𝐚𝐫𝐝𝐬 𝟐𝟎𝟐𝟔 as Fractal’s Shipra Sooden, Global Head – CFO Advisory & Finance AI and Rishi Seth, India Business Head, share their perspectives on 'Agentic operations: Rewiring the finance function'.
 
Also meet the team off-stage, along with Siddharth Malik, at Booth 003.
 
Let’s connect to discuss how leading organizations are modernizing receivables management and improving collections performance using AI.
 
Or simply stop by to say hi!

Matt Gennone | Sandeep Dutta | Ajoy Singh | Yuvaneet Bhaker | Juned Ahmed | Prathmesh Thergaonkar | Angad Singh | Pramod Krishnan |  Shantanu S.

Most deduction processes are designed to classify claims. Not recover margin.

But classification only answers: "What kind of deduction is this?" 
It doesn't answer:  
🔸 Is it valid? 
🔸 Can it be disputed? 
🔸 Is it worth pursuing? 
 
That's where recoverable margin gets lost. 
 
Recovery intelligence changes that equation by helping teams focus on the claims most worth pursuing. 
 
More claims become recoverable. More margin gets recovered. 
 
Read the full article: https://lnkd.in/eJ6kVFVh

Srikanth Velamakanni | Pranay Agrawal | Matt Gennone | Ajoy Singh | Prathmesh Thergaonkar | Shipra Sooden | Rishi Seth | Juned Ahmed | Yuvaneet Bhaker | Siddharth Malik | Amish Swami | Venkatesh Ponniah | MOHIT MUKHEJA | Saurabh Srivastava | Arumugam Jayabalan | Nireeha Chalasani | Prithwish Dev | Abhishek Yadav | Vaibhav Agarwal | Sriram PK | Vamsi Krishna Bhupasamudram | Abhinav Sharma | Ivneet Kaur

Across industries, the conversation around AI is rapidly shifting from experimentation to enterprise-wide adoption, helping organizations drive growth, strengthen competitiveness, and accelerate innovation.

Fractal's leadership has been at the forefront of these conversations, sharing perspectives on the opportunities, challenges, and forces shaping the AI era.

🔸CNBC TV18: AI: Building AI-native enterprises 
Exploring what it takes to become an AI-native enterprise and why India is uniquely positioned to be a global hub for AI-driven transformation.  
https://lnkd.in/d2JFm9e7  

🔸Fortune India​: Fuelling tech's next growth phase 
With enterprise-wide AI adoption accelerating, its impact is expected to translate into meaningful revenue momentum for the technology sector. 
https://lnkd.in/eTxBxCAw  

🔸BW Businessworld: The case for sovereign AI  
India must build its own AI capabilities, strengthen startup-industry collaboration, and seize the opportunity to create long-term value in the AI economy.  
https://lnkd.in/gUTJ-Vun  

🔸CNBC International: India’s AI moment   
From enterprise AI adoption to talent and infrastructure, a conversation on why India's AI opportunity is just getting started.  
https://lnkd.in/ej6TC9gc  

🔸Inc42: The rise of vertical AI 
Why domain-specific AI models like Vaidya.ai are unlocking deeper industry impact beyond general-purpose LLMs. 
https://lnkd.in/e6Gm8ApC

The role of finance leaders is changing faster than ever.
 
As CFOs and finance teams balance growth, liquidity, efficiency, and resilience, technology decisions are becoming business decisions.

This shift will be in the spotlight at the 𝗙𝘂𝘁𝘂𝗿𝗲 𝗼𝗳 𝗙𝗶𝗻𝗮𝗻𝗰𝗲 𝗦𝘂𝗺𝗺𝗶𝘁 & 𝗔𝘄𝗮𝗿𝗱𝘀 𝟮𝟬𝟮𝟲, taking place in Bengaluru on September 08, 2026. We are excited to join in as the ‘𝗔𝗜 𝗣𝗮𝗿𝘁𝗻𝗲𝗿’ for the event where finance leaders from across industries will come together to discuss what it takes to build future-ready finance organizations.
 
At Fractal, we'll be sharing perspectives on how AI can help finance teams move beyond reporting and toward proactive decision-making. We'll also be showcasing 𝗖𝗼𝗴𝗲𝗻𝘁𝗶𝗾 𝗜𝗻𝘃𝗼𝗶𝗰𝗲 𝘁𝗼 𝗖𝗮𝘀𝗵, our agentic AI-powered solution designed to help organizations improve collections performance, accelerate cash realization, and unlock working capital opportunities.
 
If you're attending the summit, do stop by for a chat with our team on what the next chapter of finance transformation looks like!

[Image Description: Promotional poster for the Future of Finance Summit and Awards 2026, featuring the headline “The Future of Finance is agentic. Be part of what’s next.” and event details: September 8th at Taj MG Road, Bengaluru.]

Matt Gennone | Sandeep Dutta | Ajoy Singh | Shipra Sooden | Rishi Seth | Yuvaneet Bhaker | Juned Ahmed | Prathmesh Thergaonkar | Angad Singh | Siddharth Malik

Most AI-powered ideation starts with generating ideas. 

What if that's the wrong place to start? 

In many organizations, workshops are run, prompts are written, and ideas are generated long before the underlying problem is fully understood. The result is often a long list of ideas that sound interesting but struggle to create real value. 

In this blog post, we explore a different approach: validation before generation on OpenAI. 

Rather than beginning with ideas, the process starts with understanding the needs, tensions, and goals people are trying to address. AI can then help accelerate ideation, but within a framework that keeps outcomes grounded in real business context. 

Read the blog for an interesting perspective on how organizations can make enterprise AI more useful, practical, and outcome-focused: https://lnkd.in/dJzwfW9h  

#EnterpriseAI #Innovation #GenerativeAI #BusinessTransformation #ArtificialIntelligence 

Palak Chaudhari Shyama Pagare Prashant Mishra Mandar Patadia Suvam Ray Karan Samani

"History is being made. Large companies are defining the future of the world, and things are moving at a breathtaking pace."
 
In a wide-ranging conversation, Srikanth Velamakanni, Co-founder and CEO of Fractal, spoke with Manisha Tank on CNBC about India's AI opportunity, Fractal's partnerships with global AI leaders Anthropic and NVIDIA, and NVIDIA's standout earnings results.
 
Srikanth shared why demand for AI remains insatiable, how enterprise transformation partners like Fractal are helping organizations turn AI potential into tangible business value, and why India is uniquely positioned to capitalize on this transformative moment.

Watch the full interview. Link in comments.

Today, we're pleased to announce the appointment of Shilpa Kedia as Chief Financial Officer at Fractal, joining us on October 19, 2026. 

Shilpa brings over two decades of financial leadership experience across leading multinational organizations, positioning Fractal well for its next phase of growth and value creation. 

"Shilpa is a rare finance leader who has built and run world-class finance functions across consumer, healthcare, and technology businesses. For much of her career she has sat on the side of the clients we serve, as the senior finance leader inside large global enterprises. She knows first-hand what it takes to turn ambition into measurable business value, and that perspective will make us a better Enterprise AI leader," said Srikanth Velamakanni, Co-founder and Group CEO, Fractal on her appointment. 

Welcome to Fractal, Shilpa! 

Read more here: https://lnkd.in/gRnjEjZW

𝐖𝐞'𝐫𝐞 𝐠𝐞𝐧𝐞𝐫𝐚𝐭𝐢𝐧𝐠 𝐦𝐨𝐫𝐞 𝐢𝐧𝐬𝐢𝐠𝐡𝐭𝐬 𝐭𝐡𝐚𝐧 𝐞𝐯𝐞𝐫, 𝐛𝐮𝐭 𝐰𝐞'𝐫𝐞 𝐧𝐨𝐭 𝐦𝐚𝐤𝐢𝐧𝐠 𝐛𝐞𝐭𝐭𝐞𝐫 𝐝𝐞𝐜𝐢𝐬𝐢𝐨𝐧𝐬 𝐚𝐧𝐲 𝐟𝐚𝐬𝐭𝐞𝐫. Sounds familiar?
 
The challenge isn't a lack of intelligence. It's organizational friction.
 
When sales, category, supply chain, and finance interpret the same signal differently, action slows down.
🔸 Opportunities are missed
🔸 Inventory gets trapped
🔸 Retailer relationships weaken
🔸 ROI suffers

The fastest organizations don't necessarily have better AI. They have a shared understanding of what market signals mean, enabling teams to align quickly, make coordinated decisions, and execute before competitors do.
 
❎ The question, therefore, isn’t: 𝐇𝐨𝐰 𝐝𝐨 𝐰𝐞 𝐮𝐬𝐞 𝐀𝐈 𝐛𝐞𝐭𝐭𝐞𝐫?
✅ It’s: 𝐇𝐨𝐰 𝐝𝐨 𝐰𝐞 𝐡𝐞𝐥𝐩 𝐞𝐯𝐞𝐫𝐲 𝐭𝐞𝐚𝐦 𝐢𝐧𝐭𝐞𝐫𝐩𝐫𝐞𝐭 𝐬𝐢𝐠𝐧𝐚𝐥𝐬 𝐭𝐡𝐞 𝐬𝐚𝐦𝐞 𝐰𝐚𝐲 𝐚𝐧𝐝 𝐚𝐜𝐭 𝐟𝐚𝐬𝐭𝐞𝐫?

Because competitive advantage isn't created by generating more insights. It's created by turning insights into coordinated action.
 
Find out how: https://lnkd.in/ef9YzNfb

Prabal Chaudhri

What does it take to make ChatGPT Enterprise useful across a large organization? 

At Philips, Fractal worked with OpenAI to help teams turn access into real use. We helped employees understand where ChatGPT Enterprise could support their work, developed relevant use cases, and supported adoption through training and guidance. 

That meant going beyond technical teams. Business users brought AI into knowledge work such as research, analysis, content creation and automation, while engineering teams explored software development with Codex. 

Read the full story: https://lnkd.in/drP3etYw 

#EnterpriseAI #GenerativeAI #ChatGPTEnterprise #AITransformation 

Sandeep Dutta, Amit Gyanani, Suneet K., Mandar Patadia, Swaroop Kishan, Raj Arun, Bhavin Shah, Rohit Agarwal, Karan Samani, Shantanu Seth, Supriya Pandey 

Matt Lewis, Farouk El Hamzawi, Rajan Patel, Parth Shukla

We’re all set to power the future of enterprise AI in India.

As the country’s enterprise AI market reaches an inflection point, we're stepping up to meet the moment.
 
Today, we're excited to announce the launch of Fractal's dedicated India Business Unit, a strategic step that strengthens our ability to help large Indian enterprises accelerate transformation through our AI products portfolio, led by Cogentiq.
 
This marks an exciting new chapter in Fractal's growth journey and reflects our conviction in India's immense potential to lead the next era of AI-powered business transformation.
 
The opportunity is enormous. The demand is real. And this is just the beginning.

Read more: https://lnkd.in/e5ttdqSG

Matt Gennone | Sandeep Dutta | Rishi Seth

When inclusion meets opportunity, meaningful change happens.

Fractal’s Dress for Success event organised in London, sparked powerful conversations around confidence, impostor syndrome, career re-entry, and navigating professional growth. The event also featured re-skilling and AI training sessions, equipping attendees with practical tools to thrive in an evolving world of work.

A great reminder that empowering people starts with both support and access to future-ready skills.

Read more here: https://lnkd.in/eqjjKaCT 

#CareerDevelopment #CareerReentry #ProfessionalGrowth #Inclusion #DiversityEquityInclusion #WomenInLeadership 

Vanessa Thompson

It was an incredible week hosting our Co-founder and Group CEO, Srikanth Velamakanni, and our Chief Practice Officer for APAC & ME, Sandeep Dutta, right here in Australia.

A major highlight of their visit was hosting an executive dinner at the iconic Sydney Opera House. Beyond the dinner, it was a fantastic opportunity to meet with senior leaders across banking, financial services, and other key industries throughout the week.

The conversations reinforced the immense momentum and appetite for scaling enterprise AI across the region. A huge thank you to all the executives who joined us, and to Srikanth and Sandeep for bringing Fractal’s global vision to Sydney!

Srikanth Velamakanni | Sandeep Dutta | Rohit Joshi | Aman Chand |  Yi Zhang | Gaurav Garg | Vikram Magon | Rishabh Sharma

#ArtificialIntelligence #EnterpriseAI #FinancialServices #FractalAnalytics #AWS 

[Image Description: Collage featuring a group photo in a modern indoor venue and a dinner gathering with attendees seated around a long table. The images capture networking and relationship-building during a business event.]

Attending 𝐒𝐚𝐦𝐯𝐚𝐚𝐝𝐚 𝟐𝟎𝟐𝟔?
We'd love to meet you!

Our team is looking forward to connecting with CFOs, chartered accountants, finance leaders, and working capital professionals who are looking to solve real invoice-to-cash challenges.

Whether you're focused on reducing collection delays, improving cash realization, or driving greater operational efficiency, stop by for a conversation on how Al can accelerate your finance transformation journey.

Discover how 𝐂𝐨𝐠𝐞𝐧𝐭𝐢𝐪 𝐈𝐧𝐯𝐨𝐢𝐜𝐞 𝐭𝐨 𝐂𝐚𝐬𝐡 helps organizations:
🔸Accelerate collections
🔸Improve working capital performance
🔸Prioritize actions with Al-driven intelligence
🔸Enhance customer engagement
🔸Reduce manual effort across finance operations

📍 9 White Petals Tripura Vasini
Gate No. 3, Palace Grounds
Bengaluru

𝐕𝐢𝐬𝐢𝐭 𝐭𝐡𝐞 𝐅𝐫𝐚𝐜𝐭𝐚𝐥 𝐛𝐨𝐨𝐭𝐡 𝐭𝐨 𝐦𝐞𝐞𝐭 𝐨𝐮𝐫 𝐭𝐞𝐚𝐦 𝐚𝐧𝐝 𝐞𝐱𝐩𝐥𝐨𝐫𝐞 𝐩𝐫𝐚𝐜𝐭𝐢𝐜𝐚𝐥 𝐀𝐈 𝐬𝐨𝐥𝐮𝐭𝐢𝐨𝐧𝐬 𝐟𝐨𝐫 𝐦𝐨𝐝𝐞𝐫𝐧 𝐟𝐢𝐧𝐚𝐧𝐜𝐞 𝐨𝐫𝐠𝐚𝐧𝐢𝐳𝐚𝐭𝐢𝐨𝐧𝐬.

#Samvaada2026 #InvoiceToCash #Finance #EnterpriseAl #Fractal #Fintech

Matt Gennone | Sandeep Dutta | Ajoy Singh | Shipra Sooden | Rishi Seth | Yuvaneet Bhaker | Juned Ahmed | Prathmesh Thergaonkar | Angad Singh | Siddharth Malik

[lmage Description: Event graphic for SAMVAADA showcasing three Finance Al experts and discussion topics including collections performance, Al-powered prioritization, invoice-to-cash transformation, working capital optimization, and customer engagement.]

Most collections teams have solved the prioritization problem. But that's only half the job.​
​
The real difference between average and top-performing collectors isn't the list they're given. It's their ability to decide:​
​
🔸 Who to contact ​
🔸 When to engage ​
🔸 What to say​
​
That knowledge often lives in the heads of a few experienced collectors. When they leave, the expertise leaves with them. ​
​
The next frontier in collections isn't better prioritization. It's better execution.​
​
Read how AI-powered next best action recommendations help turn individual expertise into a scalable capability across the entire collections organization.​
​
Read the article: https://lnkd.in/eKm44Ar9
​

#CollectionsManagement #AgenticAI #FinanceTransformation #AccountsReceivable #WorkingCapital #InvoiceToCash

Srikanth Velamakanni | Pranay Agrawal | Matt Gennone | Ajoy Singh | Prathmesh Thergaonkar | Shipra Sooden | Rishi Seth | Juned Ahmed | Yuvaneet Bhaker | Siddharth Malik | Amish Swami | Venkatesh Ponniah | MOHIT MUKHEJA | Saurabh Srivastava | Arumugam Jayabalan | Nireeha Chalasani | Prithwish Dev | Abhishek Yadav | Vaibhav Agarwal | Sriram PK | Vamsi Krishna Bhupasamudram | Abhinav Sharma | Ivneet Kaur

What stood out at Anthropic’s 𝗣𝗮𝗿𝘁𝗻𝗲𝗿 𝗕𝗮𝘀𝗲𝗰𝗮𝗺𝗽 was not just what Claude could do, but how rigorously teams were expected to build with it.

Fractal’s Sowmith Mandadi and Khyati Sahu recently attended Anthropic’s Partner Basecamp in 𝗦𝗮𝗻 𝗙𝗿𝗮𝗻𝗰𝗶𝘀𝗰𝗼, a hands-on two-day program focused on building, testing, and improving production-grade AI systems.

A few takeaways stood out:
• 𝗧𝗿𝗲𝗮𝘁 𝗖𝗹𝗮𝘂𝗱𝗲 𝗖𝗼𝗱𝗲 𝗮𝘀 𝗮 𝗱𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁 𝗽𝗮𝗿𝘁𝗻𝗲𝗿. From navigating unfamiliar codebases and planning changes to testing and reviewing pull requests, it can support teams across the SDLC while keeping engineering judgment at the center.
• 𝗦𝘁𝗮𝗿𝘁 𝘄𝗶𝘁𝗵 𝗲𝘃𝗮𝗹𝘀, 𝗻𝗼𝘁 𝗮𝘀𝘀𝘂𝗺𝗽𝘁𝗶𝗼𝗻𝘀. When something breaks, diagnose the issue, make a targeted change, and measure the impact. Evals help teams prove what improved and why.
• 𝗢𝗽𝘁𝗶𝗺𝗶𝘇𝗲 𝗯𝗲𝗳𝗼𝗿𝗲 𝗿𝗲𝗮𝗰𝗵𝗶𝗻𝗴 𝗳𝗼𝗿 𝗮 𝗯𝗶𝗴𝗴𝗲𝗿 𝗺𝗼𝗱𝗲𝗹. Better prompts, clearer task design, and disciplined measurement can improve outcomes while using fewer tokens.

What Sowmith and Khyati valued most was the method: 𝗶𝗱𝗲𝗻𝘁𝗶𝗳𝘆 𝘄𝗵𝗮𝘁 𝗶𝘀 𝗯𝗿𝗼𝗸𝗲𝗻, 𝗳𝗶𝘅 𝗶𝘁 𝗱𝗲𝗹𝗶𝗯𝗲𝗿𝗮𝘁𝗲𝗹𝘆, 𝗮𝗻𝗱 𝘀𝗵𝗼𝘄 𝘁𝗵𝗲 𝗲𝘃𝗶𝗱𝗲𝗻𝗰𝗲.

A big thank you to the Anthropic team for creating such a practical and engaging learning experience.

#GenAI #AIEngineering #AgenticAI #Anthropic

𝗬𝗼𝘂𝗿 𝗯𝘂𝘀𝗶𝗻𝗲𝘀𝘀 𝗶𝘀𝗻'𝘁 𝗴𝗲𝗻𝗲𝗿𝗶𝗰. 𝗬𝗼𝘂𝗿 𝗔𝗜 𝘀𝗵𝗼𝘂𝗹𝗱𝗻'𝘁 𝗯𝗲 𝗲𝗶𝘁𝗵𝗲𝗿.
 
Business definitions. Relationships between concepts. Operational constraints. Domain expertise. Policies. Rules. These are the invisible layers of knowledge that drive decisions across each enterprise every day.
 
Without them, AI may generate answers, but not decisions your business can consistently trust, explain, govern, or scale.
 
That's where 𝗖𝗼𝗴𝗲𝗻𝘁𝗶𝗾 𝗖𝗼𝗻𝘁𝗲𝘅𝘁 comes in.
 
Cogentiq Context captures and governs enterprise knowledge, making it available to every agent, workflow, and decision across the organization. It bridges the gap between what foundation models know and how your enterprise actually works.
 
This video explains how the same AI foundation can produce dramatically different outcomes when grounded in enterprise context, and how 𝗖𝗼𝗴𝗲𝗻𝘁𝗶𝗾 𝗖𝗼𝗻𝘁𝗲𝘅𝘁 𝘁𝗿𝗮𝗻𝘀𝗳𝗼𝗿𝗺𝘀 𝗴𝗲𝗻𝗲𝗿𝗶𝗰 𝗔𝗜 𝗶𝗻𝘁𝗼 𝗮𝗻 𝗲𝗻𝘁𝗲𝗿𝗽𝗿𝗶𝘀𝗲-𝘀𝗽𝗲𝗰𝗶𝗳𝗶𝗰 𝗰𝗼𝗻𝘁𝗲𝘅𝘁𝘂𝗮𝗹 𝗮𝗱𝘃𝗮𝗻𝘁𝗮𝗴𝗲.
 
#EnterpriseAI #AgenticAI #DataGovernance #KnowledgeManagement #DigitalTransformation #SupplyChain #Fractal #CogentiqContext

Srikanth Velamakanni | Matt Gennone | Abhijit Guha, PhD | Arnav G.

We're excited to announce Fractal's participation in 𝐒𝐚𝐦𝐯𝐚𝐚𝐝𝐚 𝟐𝟎𝟐𝟔, the flagship conference organized by 𝐈𝐂𝐀𝐈 𝐁𝐞𝐧𝐠𝐚𝐥𝐮𝐫𝐮, bringing together finance leaders, Chartered Accountants, industry experts, and innovators to shape the future of finance.

As organizations look to improve agility, cash flow visibility, and decision-making, AI is emerging as a key enabler of finance transformation. At Fractal, we're committed to helping finance organizations unlock business value through enterprise AI, advanced analytics, and intelligent automation.

Join us to discover how 𝐂𝐨𝐠𝐞𝐧𝐭𝐢𝐪 𝐈𝐧𝐯𝐨𝐢𝐜𝐞 𝐭𝐨 𝐂𝐚𝐬𝐡, Fractal's agentic AI-powered solution, helps organizations accelerate collections, optimize working capital, and drive smarter decisions across the invoice-to-cash lifecycle.

If you're attending Samvaada 2026, we'd love to connect, exchange ideas, and explore the future of AI-powered finance.

Visit the Fractal booth and let's start the conversation.

#Samvaada2026 #ICAIBengaluru #FinanceTransformation #EnterpriseAI #Finance 


[Image Description: Promotional graphic for SAMVAADA featuring the message “Transforming finance with Enterprise AI.” The banner includes event details: 21–22 August at Palace Grounds, Bengaluru, along with Cogentiq Invoice to Cash and Fractal branding.]


Matt Gennone | Sandeep Dutta | Ajoy Singh | Shipra Sooden | Rishi Seth | Yuvaneet Bhaker | Juned Ahmed | Prathmesh Thergaonkar | Angad Singh | Siddharth Malik

One thing we heard repeatedly at eTail Boston:
𝐆𝐫𝐨𝐰𝐢𝐧𝐠 𝐩𝐫𝐨𝐟𝐢𝐭𝐚𝐛𝐥𝐲 𝐨𝐧 𝐀𝐦𝐚𝐳𝐨𝐧 𝐢𝐬 𝐬𝐭𝐢𝐥𝐥 𝐡𝐚𝐫𝐝.
Not because teams lack data.
Because the signals change faster than most teams can act on them.
 
A keyword starts trending.
The Buy Box changes hands.
A competitor moves price.
Inventory starts running low.
 
Each signal matters. And each delay costs something.
That’s the gap we’re trying to close with 𝐂𝐨𝐠𝐞𝐧𝐭𝐢𝐪 𝐄-𝐜𝐨𝐦𝐦𝐞𝐫𝐜𝐞.
 
The idea is simple: help teams spot the signals that matter, decide what to do next, and act; in minutes, not days.
 
Or, as we put it at eTail: 𝐩𝐮𝐭 𝐀𝐦𝐚𝐳𝐨𝐧 𝐩𝐫𝐨𝐟𝐢𝐭𝐚𝐛𝐢𝐥𝐢𝐭𝐲 𝐨𝐧 𝐚𝐮𝐭𝐨𝐩𝐢𝐥𝐨𝐭.
 
In his session, Prabal Chaudhri spoke about why traditional decision-making models struggle with the speed and complexity of Amazon, and how AI can move teams from 𝐬𝐢𝐠𝐧𝐚𝐥 → 𝐝𝐞𝐜𝐢𝐬𝐢𝐨𝐧 → 𝐞𝐱𝐞𝐜𝐮𝐭𝐢𝐨𝐧 much faster.
 
A recurring theme from our conversations:
𝐓𝐞𝐚𝐦𝐬 𝐝𝐨𝐧’𝐭 𝐧𝐞𝐞𝐝 𝐚𝐧𝐨𝐭𝐡𝐞𝐫 𝐝𝐚𝐬𝐡𝐛𝐨𝐚𝐫𝐝.
𝐓𝐡𝐞𝐲 𝐧𝐞𝐞𝐝 𝐚 𝐬𝐲𝐬𝐭𝐞𝐦 𝐭𝐡𝐚𝐭 𝐡𝐞𝐥𝐩𝐬 𝐭𝐡𝐞𝐦 𝐚𝐜𝐭.
 
Thanks to everyone who stopped by, joined the session, and shared what you’re solving for.
 
Missed us at eTail Boston?
 
Explore Cogentiq E-commerce: https://lnkd.in/emKn8FEf
 
#eTailBoston #CPG #eCommerce #Amazon #AIInCommerce #MarketplaceGrowth
 
Matt Gennone | Prabal Chaudhri | Jamie Podhaizer |Jessica Halper, MS | Ganesh Subramanian | Sumith Balagangadharan | Anshu Aggarwal | Ankur Shrimali | Arpit Sodani


[Image Description: Collage of eTail event photos featuring the Cogentiq e-commerce and Fractal booth, attendee interactions, a conference session, and a speaker presenting on stage about AI and e-commerce solutions.]

Two days at Anthropic’s 𝗣𝗮𝗿𝘁𝗻𝗲𝗿 𝗕𝗮𝘀𝗲𝗰𝗮𝗺𝗽 sparked some powerful ideas on building AI systems that deliver in production.

Fractal’s Amey Ghate recently attended the Partner Basecamp in 𝗦𝗮𝗻 𝗙𝗿𝗮𝗻𝗰𝗶𝘀𝗰𝗼, a hands-on program focused on what it takes to build and deploy production-grade AI systems. 

Here are a few of his key takeaways:
➡️ 𝗦𝘁𝗮𝗿𝘁 𝘄𝗶𝘁𝗵 𝗲𝘃𝗮𝗹𝘀. Defining the grader early brings clarity to what success looks like before the build begins.
➡️ 𝗢𝗽𝘁𝗶𝗺𝗶𝘇𝗲 𝗯𝗲𝗳𝗼𝗿𝗲 𝗰𝗵𝗮𝗻𝗴𝗶𝗻𝗴 𝗺𝗼𝗱𝗲𝗹𝘀. Context engineering, tiered model selection, and advisor-agent patterns can help reduce inference costs while preserving accuracy.
➡️ 𝗔𝗜 𝗽𝗶𝗹𝗼𝘁𝘀 𝗼𝗳𝘁𝗲𝗻 𝗳𝗮𝗶𝗹 𝗯𝗲𝘆𝗼𝗻𝗱 𝘁𝗵𝗲 𝗺𝗼𝗱𝗲𝗹. Problem framing, context design, and clear success measures can make all the difference.

Amey is already bringing these learnings into client conversations, from eval-first GenAI scoping to smarter model routing and context strategies for agentic pipelines.

A big thank you to the Anthropic team for creating such an insightful and practical learning experience.

#GenAI #AgenticAI #EnterpriseAI #Anthropic

What if the next AI revolution is taking place right in your pocket? 

On-device LLMs are redefining what's possible by bringing intelligence closer to the user. They are challenging traditional AI architectures by delivering output with speed, privacy, and autonomy. This shift toward decentralized AI is accelerating, and it's worth paying attention to. 

Read why on-device LLMs are rewriting the rules of AI: https://lnkd.in/dcdRZA6s
 
#OnDeviceAI #EdgeAI #DecentralizedAI #LLMs #FutureOfAI

How do you help teams move from having 𝗖𝗵𝗮𝘁𝗚𝗣𝗧 𝗘𝗻𝘁𝗲𝗿𝗽𝗿𝗶𝘀𝗲 to actually using it in their everyday work?

We worked with Philips and OpenAI to make that happen. Fractal helped teams find useful ways to apply ChatGPT Enterprise, supported users with training and guidance, and worked with business and engineering teams on real use cases. 

And it was not just for developers. Business users applied AI to knowledge work like research, analysis, content creation, and workflow automation, while engineering teams explored Codex for software development.

A practical way to make enterprise AI part of everyday work.

Read full story: https://lnkd.in/drP3etYw

#EnterpriseAI #ChatGPTEnterprise #AIAdoption #FutureOfWork

Sandeep Dutta, Amit Gyanani, Suneet K., Mandar Patadia, Swaroop Kishan, Raj Arun, Bhavin Shah, Rohit Agarwal, Karan Samani, Shantanu Seth, Supriya Pandey

Matt Lewis, Farouk El Hamzawi, Rajan Patel, Parth Shukla

[Image Description: Promotional graphic for a Fractal and OpenAI case study on how Philips scaled ChatGPT Enterprise adoption, titled “Turning frontier AI into everyday enterprise workflows.”]

One week. Many voices. One shared responsibility.
 
Privacy starts with us. So, during Data Privacy Week at Fractal, we asked Fractalites two simple questions:
🔸 What does privacy mean to you?
🔸 What will you do differently?

Because privacy isn’t a one-week conversation.
It’s a choice we make every day.

Hear it from our Fractalites.

#DataPrivacyWeek #PrivacyStartsWithUs #PrivacyOurSharedResponsibility #PrivacyFirstAIAlways #ResponsibleAI 

Somya Agarwal | Prateek Sharma | Manisha Tejwani

Srikanth from Fractal delivered the annual Dewang Mehta Memorial Lecture on the eve of India's 80th Independence day at Ahmedbad where he urged the newest generation of top students from Gujarat to become entrepreneurs, leverage intelligence too cheap to meter and become the architects of Viksit Bharat 2047. 

What do you think of expanding Dewang Mehta's Roti, Kapada, Makan, Bijli, Bandwidth slogan to now include intelligence? 
nasscom

We're excited to announce the launch of the beta version of the BMC Health AI Chatbot on WhatsApp, powered by Fractal's Vaidya.ai.
 
This marks the first deployment under the MoU between Fractal and the Brihanmumbai Municipal Corporation (BMC), Mumbai's civic body, to bring AI-powered healthcare innovation to one of India's largest public healthcare networks.
 
Through the WhatsApp chatbot, citizens can access trusted health information, receive simplified lab report explanations, and find nearby BMC healthcare facilities with ease.
 
This chatbot is part of a broader initiative that also includes:
🔸 AI-guided pre-consultation support for doctors
🔸 A Public Health Intelligence Dashboard that helps administrators identify emerging health trends using anonymized insights
 
BMC's healthcare network handles more than 16.8 million OPD visits and generates over 3 million laboratory reports annually, underscoring the immense potential for responsible AI to improve healthcare access. Through this partnership with BMC, Fractal is helping unlock that potential by deploying practical AI solutions that support citizens, clinicians, and public health administrators alike.
 
To access Mumbai's BMC Health AI Chatbot on WhatsApp, message +91 98929 93368.
 
Read more here: https://lnkd.in/exEezds2

[Image Description: Informational poster from BMC and Fractal promoting a WhatsApp-based Health AI Chatbot powered by Vaidya.ai. The graphic highlights 24x7 access to lab report summaries, trusted health information, nearby BMC healthcare facilities, and includes the WhatsApp number +91 98929 93368 for Mumbai citizens.]

#BMCxVaidya #Vaidya.ai #HealthChatBot

Srikanth Velamakanni | Suraj Amonkar | Shubhendra Kanade | Surya Tiwari | Vibhu Mohan | Gautam Bhutani | Ashu Agrawal | Kunal Singh | Kirtana Sunil Phatnani | Vrushali Mehta | Mohnish Jain | Prithvi Shenoy | Saket S., | Lalit Kumar Pal | Sheena D'Mello | Tanusri N B | Sumanth Uppalapati

A successful Data Privacy Week doesn’t end when the campaign does.

The real measure of success is how consistently privacy is reflected in the
choices we make every day, across every role, and throughout the AI solutions we build.

In this closing message, our Chief Information Officer, Manish Tiwari, reflects on the journey from privacy awareness to responsible action, highlighting why governance, responsible AI, and trust remain central to everything we do at Fractal.

Privacy isn’t a one-week initiative.
It’s part of how we innovate, collaborate, and build lasting confidence with our clients and partners.

Protecting data. Strengthening AI. Building trust.

#ResponsibleAI #DataPrivacy #AIGovernance #Trust #DataGovernance #PrivacyCulture #Innovation #Leadership #Fractal #ArtificialIntelligence

Somya Agarwal | Prateek Sharma | Manisha Tejwani

What if you could cut Bayesian modeling costs by 4X while making workloads run 3X faster?

A leading organization was facing long-running Hierarchical Bayesian Regression workloads, high compute costs, and limited opportunities for experimentation.

With GPU-accelerated Bayesian workflows built on Databricks and Spark, Fractal helped transform a 12-hour modeling process into a faster, more scalable framework.

The result? Faster insights, better resource utilization, and a more agile approach to Bayesian modeling.

Read the full case study: https://lnkd.in/e4cQjBpY 
 
#BayesianModeling #DataScience #AIAtScale #Databricks #AdvancedAnalytics

Privacy is everyone's responsibility.
 
What happens when privacy becomes more than a policy and becomes a mindset?
 
At Fractal, we are spending Data Privacy Week exploring just that. From understanding our data and collecting with purpose, to protecting, retaining, and building trust in AI, we are bringing privacy closer to the work we do every day.
 
5 days. 5 pillars. 1 shared responsibility.
 
Through conversations, expert sessions, games, guides, privacy stickers, and great team participation, one message stayed at the heart of the week: Privacy first. Responsible AI always.
Because privacy isn't a one-week activity. It's a choice we make in every role, every decision, every day.
 
Protect personal data. Enable responsible AI. Build trust.
 
#DataPrivacyWeek #Privacy #PrivacyFirst #AIAlways #ResponsibleAI #DataProtection #AIandPrivacy #Trust #PrivacyByDesign #Fractal #SharedResponsibility

Somya Agarwal | Prateek Sharma | Manisha Tejwani

Privacy and security go hand in hand.

Privacy defines how personal data should be handled.
Security provides the safeguards that make privacy possible.
 
As cyber threats continue to evolve, building secure systems is only part of the equation. A strong security culture depends on informed decisions and everyday actions taken by every employee.
 
In this message, our Chief Information Security Officer, Priya Gangwani, shares why security enables privacy, the role of technology and controls, and why each of us is a custodian of the information entrusted to Fractal.

Because every secure action helps build trust.

#CyberSecurity #DataPrivacy #InformationSecurity #PrivacyByDesign #ResponsibleAI #Trust #CyberResilience #Fractal #SecurityCulture #DataProtection

Somya Agarwal | Prateek Sharma | Manisha Tejwani

Three days. Countless conversations. One clear takeaway: the future of enterprise AI is being built on agentic systems, trusted data, and experimentation at scale.
 
It was energizing to connect with the AI and data science community at DataHack Summit 2026 hosted by Analytics Vidhya. From showcasing PiEvolve to exchanging ideas on the future of AI, one theme stood out: realizing AI's potential starts with the right foundation.
 
Key highlights:
 
🔸Srikanth Velamakanni's keynote, Reimagining Work in the Age of Intelligence, explored how AI can drive economic growth and redefine how work gets done in the years ahead.
 
🔸Our PiEvolve hack session demonstrated how enterprises can turn complex data into business-ready ML outcomes through agentic workflows, evolutionary optimization, and built-in governance.
 
🔸At the Fractal booth, we connected with industry leaders and practitioners through live demos and conversations on agentic AI and accelerating AI-driven transformation.
 
Thank you to everyone who engaged with us, shared perspectives, and exchanged ideas. The conversations don't end here. We're excited about what comes next.
 
Srikanth Velamakanni | Pranay Agrawal | Suraj Amonkar | Rasesh Shah | Raj Aradhyula | Saikiran Botla | Ritesh T. | Fardeen Pettiwala | Ayyappa Kethan Pachipulusu | Garima Beniwal | Shubhankar Jadhav

#DataHackSummit2026 #DHS2026 #PiEvolve #AgenticAI #EnterpriseAI #Fractal #AIInnovation #DataStrategy 

[Image Description: Event photos from DHS2026, featuring Srikanth Velamakanni presenting on stage, attendees engaging at a booth, and team members posing for group photos at the exhibition area.]

Most collections teams are still working from aging reports. ​
​
𝐓𝐡𝐞 𝐩𝐫𝐨𝐛𝐥𝐞𝐦? 𝐀𝐧 𝐚𝐠𝐢𝐧𝐠 𝐫𝐞𝐩𝐨𝐫𝐭 𝐭𝐞𝐥𝐥𝐬 𝐲𝐨𝐮 𝐰𝐡𝐚𝐭'𝐬 𝐥𝐚𝐭𝐞.​
​
What it should tell you:​
🔸 Which balances are actually collectible​
🔸 Which customers are likely to pay ​
🔸 Which actions will unlock the most cash​
​
That's the difference between tracking AR and converting cash. The future of collections isn't age-sorted lists. It's AI-guided prioritization that focuses teams on the accounts with the highest cash impact.​
​
Find out how AI helps collectors focus where cash is most recoverable:  https://lnkd.in/ewBnewQS
​

Srikanth Velamakanni | Pranay Agrawal | Matt Gennone | Ajoy Singh | Prathmesh Thergaonkar | Shipra Sooden | Rishi Seth | Juned Ahmed | Yuvaneet Bhaker | Siddharth Malik | Amish Swami | Venkatesh Ponniah | MOHIT MUKHEJA | Saurabh Srivastava | Arumugam Jayabalan | Nireeha Chalasani | Prithwish Dev | Abhishek Yadav | Vaibhav Agarwal | Sriram PK | Vamsi Krishna Bhupasamudram | Abhinav Sharma | Ivneet Kaur


#WorkingCapitalManagement #InvoiceToCash #FinanceTransformation #ARManagement #CPG​

As AI continues to reshape the way we solve problems, one principle remains constant: 𝐭𝐫𝐮𝐬𝐭 𝐢𝐬 𝐞𝐚𝐫𝐧𝐞𝐝 𝐭𝐡𝐫𝐨𝐮𝐠𝐡 𝐫𝐞𝐬𝐩𝐨𝐧𝐬𝐢𝐛𝐥𝐞 𝐝𝐚𝐭𝐚 𝐩𝐫𝐚𝐜𝐭𝐢𝐜𝐞𝐬.
 
At Fractal, Data Privacy Week is more than an awareness campaign. It’s an opportunity to reinforce that privacy is embedded across the entire data lifecycle, from discovering and collecting personal data responsibly to securing it, retaining it appropriately, and ultimately building trust.
 
In this opening address, our 𝐃𝐚𝐭𝐚 𝐏𝐫𝐨𝐭𝐞𝐜𝐭𝐢𝐨𝐧 𝐎𝐟𝐟𝐢𝐜𝐞𝐫, Somya Agarwal, shares why privacy is fundamental to responsible innovation and how each of us contributes to building a culture where data is respected every day.

Together, we are committed to: 𝗣𝗿𝗼𝘁𝗲𝗰𝘁𝗶𝗻𝗴 𝗱𝗮𝘁𝗮. 𝗦𝘁𝗿𝗲𝗻𝗴𝘁𝗵𝗲𝗻𝗶𝗻𝗴 𝗔𝗜. 𝗕𝘂𝗶𝗹𝗱𝗶𝗻𝗴 𝘁𝗿𝘂𝘀𝘁.

Prateek Sharma | Manisha Tejwani

#DataPrivacyWeek #DataPrivacy #ResponsibleAI #PrivacyByDesign #Trust #AI #DataGovernance #Fractal #Legal #DataProtection #PrivacyCulture

Everyone wants to build agents. Few stop to ask if they actually need one. 
  
A request comes in? Build an agent. 
An email needs to be understood and routed? Agent. 
A process requires summarization, validation, and an update to a downstream system? Agent. 
  
We've become so fascinated with AI agents that we're starting to use them everywhere. 
But not every workflow needs autonomy. 
  
If a process has a clearly defined path, known rules, and predictable outcomes, introducing an agent can create unnecessary complexity through additional monitoring, governance, debugging, and potential failure points. 
  
In many enterprise use cases, the winning approach is surprisingly simple: 
🔸 Use agents where interpretation and judgment are needed. 
🔸 Keep orchestration deterministic where execution is already understood.

Agentic systems are incredibly powerful, but power isn't the objective. 
  
The objective is choosing the right approach. 
  
Read the article to determine whether your AI system should be deterministic, agentic, or a thoughtful blend of both: https://lnkd.in/dT77Fgey

#AgenticAI #EnterpriseAI #AIStrategy #AppliedAI #AIGovernance

Harmanpreet Singh

What does it take to build deep-tech products from India that can compete globally?
 
At the Nasscom Future Forge 2026, Srikanth Velamakanni, Co-founder & Group CEO, Fractal and nasscom Chairman was in conversation with founders tackling challenges across oceans, industries, healthcare, and near space.
 
Veena Moktali (Periwinkle Technologies) on expanding access to cervical cancer screening through AI-powered diagnostics and the long journey from innovation to clinical trust.
 
Johns T Mathai (EyeROV (IROV TECHNOLOGIES PRIVATE LIMITED)) on building underwater robotics for critical infrastructure inspection in some of the world's most challenging environments.
 
Abhijit Chaudhary (Niral Networks) on creating the secure, low-latency connectivity and AI infrastructure needed for mission-critical industries.
 
Sireesh PALLIKONDA (Red Balloon Aerospace) on leveraging high-altitude balloon platforms to advance space research, spacecraft validation, and next-generation manufacturing.
 
Different sectors. Different problems. One common thread: bold founders building foundational technologies with global impact.

[Image Description: Group photo from the NASSCOM Future Forge event, showing panelist posing in front of the event backdrop with conference branding and the dates August 6–7, 2026.]
 
#FutureForge2026 #DeepTech #BuiltFromIndia #Fractal #NASSCOM

Watch Emerging: AI Sovereignty Isn't "Self-Sufficiency" - Bloomberg.com. Emerging: AI Sovereignty Isn't "Self-Sufficiency". Could AI become the next geopolitical battleground? Bloomberg's Menaka Doshi asks Fractal Analytics Co-founder Srikanth Velamakanni why countries are rethinking AI sovereignty and why smart interdependence may matter more than self-sufficiency. Bloomberg launches Emerging, a monthly podcast series hosted by Menaka Doshi and Haslinda Amin on the rising economies shaping the global future. In episode one, Menaka looks at India’s AI challenge: how the world’s most populous country can compete in a race dominated by the US and China. ### What’s Driving SK Hynix’ Billion-Dollar ADR Listing. ### Mark Zuckerberg Details Meta's AI Push. ### Robotics Isn't Living Up to the Hype. #### Bloomberg Open Interest. ### Can a Man Wearing a Trash Can Expose Farage’s Weakness? ### 30-Year Real Yield Near Financial Crisis Level. #### Real Yield. ### SK Hynix US Listing Is Seven Times Oversubscribed. ### Why Did Trump Switch Planes on His Way Back From NATO? ## Available on:. ## Watch BTV in your area:.