Original research ·
When Is Fresh AI Stock Analysis Worth It?
8,120 reports and nearly 100 million generated tokens: when do price updates retain useful research value, and when should investors pay for fresh analysis?
Read the paperFuture Edge Group · AI research & technology
Open research.
Clearer forecasts.
AI research and forecasting, built on transparent methods and preserved evidence.
Explore iPulse AIData
Start with the evidence
Independent AI views
Compare different perspectives
Consensus
Examine agreement and uncertainty
Preserved evidence
Return to the original record
iPulse AI
Open Agentic Investment Research Platform
Compare independent AI perspectives and forecasts, with transparent methods and a research history you can inspect.
Explore iPulse AIA selection of research coverage
Research subjects, not recommendations or endorsements.
What we mean by open research
Open means making research, experiments, methods, evidence, evaluation and limitations inspectable, including what did not work. It does not mean all source code, proprietary data or production infrastructure is open source. iPulse AI provides educational research and decision support; forecasts and ratings are model outputs, not personalized investment advice or guaranteed outcomes.
Forecast Library
Permanent evidence.
Inspectable over time.
A record for forecasting science: preserve original predictions, methods and time boundaries so the evidence can be examined later. iPulse AI is its first live publisher.
Explore Forecast Library How the evidence is preservedRecord integrity is verifiable. Forecast accuracy must be evaluated separately.
Research & methods
Publish the method.
Examine the result.
We test forecasting techniques and publish what we learn, including the limits of AI reasoning. Financial markets are our first applied research domain.
Original research ·
When Models Judge Models
A seven-asset study holds 98 reports fixed and audits the final synthesis layer: model choice, source disclosure, report order and the arithmetic that turns influence into forecasts.
Read the paperAI Investment Edge · Podcast
Research, in conversation.
Two AI presenters unpack company research, market ideas and the reasoning behind the forecasts. Listen to AI Investment Edge, the podcast from iPulse AI and Future Edge Group.
Explore the podcastFeatured episode · 23
SpaceX: The Next Revolution—At What Price?
The people behind the research
Built with research curiosity.
Grounded in experience.
Future Edge Group brings together AI engineering, finance, strategy and operational experience. Based in Abu Dhabi, United Arab Emirates.
Russlan Ramdowar
Founder & CEO
Nicolas Perrin
Advisor · Finance & Portfolio Theory
Matviy Kruglov
Founding Advisor · Strategy & Go-To-Market
Maurice Gohlke
Founding Advisor · Operations
Company background, milestones & full biographies
About Us
Future Edge Group and the people behind iPulse AI
Company
Future Edge Group
Future Edge Group has been registered in the UAE since 2024 to help advance research and applications of Artificial Intelligence, and to help the world become more organized and prepared for the future.
At Future Edge, we focus on creating advanced applications that measure and interpret how predictions are influenced by data quality, scale of AI models, and external factors. We develop solutions that provide clear insight into future trends, enabling businesses to make informed, data-driven decisions.
By integrating robust AI-driven models with a deep understanding of prediction uncertainty, our platform aims not only to forecast the future, but also to help companies manage risk more effectively.
Our work contributes to economic resilience and growth by helping businesses anticipate market shifts, mitigate risk, uncover opportunities, and maintain transparency in how AI-based forecasts are produced.
- Operational headquarters
- Abu Dhabi, United Arab Emirates
- Legal address
- Business Centre, Sharjah Publishing City Free Zone, Sharjah, United Arab Emirates
Company profiles
By the way, we are looking for talented individuals to join our team as we scale iPulse AI across AI engineering, product, growth, design, and market strategy.
Explore Careers at Future EdgeDirectory profiles
iPulse AI maintains selected public directory profiles for discovery and verification, including a live profile on Featured on Dang.ai.
Notable Events
Recognition and ecosystem milestones
Selected moments from the Future Edge Group and iPulse AI journey across AI startup programs, global technology conferences, and investor-facing startup ecosystems.
2024
Google for Startups AI Startup Program
Future Edge Group was selected as part of the 2024 Google for Startups AI Startup Program cohort, receiving critical Google mentorship that helped shape the company's cloud strategy, AI product direction, startup scaling, and ecosystem growth.
November 2025 - Dubai
Exhibiting at /function1
Future Edge Group exhibited at /function1 in Dubai, presenting iPulse AI in an applied AI environment built for founders, enterprise leaders, operators, and technology decision makers.
February 2026 - Qatar
Web Summit Qatar Startup ALPHA
Future Edge Group exhibited as part of the Startup ALPHA cohort at Web Summit Qatar 2026, with iPulse AI represented among AI and machine learning startups from the UAE.
View company profile
Published author
Hymn of Modernity
A practical vocabulary for AI, cloud, cybersecurity, and modern technology adoption.
Buy on AmazonFounder and CEO
Russlan Ramdowar
iPulse AI is founder-led by a lifelong investor, AI practitioner, and transformation leader. Russlan began investing and trading at 15, helping manage his family's global portfolio and developing the conviction that serious market research should combine fundamentals, macro context, technology, and disciplined decision frameworks.
- Investor and trader since age 15, with long-horizon portfolio discipline shaped by global equities, macro cycles, technology adoption, and family portfolio decision-making.
- 55+ enterprise and institutional projects delivered, spanning approximately $300M+ in budgets and $10B+ in value influence across finance, healthcare, AI, cloud, cybersecurity, biotech, and public-sector transformation.
- Advised Fortune 500 and institutional clients at Accenture and PwC on AI strategy, data science, cloud, digital transformation, and product delivery across financial services, healthcare, insurance, public sector, and enterprise environments.
- Contributed to the UAE G42 Healthcare and M42 journey across biotechnology, genomics, AI/LLM deployments, laboratory platforms, environmental sciences, and large-scale healthcare transformation.
- Published author (2020) covering AI, cloud, and cybersecurity with a focus on practical adoption.
The operating heritage behind iPulse AI spans Societe Generale trading-floor risk and quantitative systems, J.P. Morgan strategic PMO exposure across cyber, sanctions, cloud migration, liquidity, and balance-sheet programs, top-tier consulting on AI and digital transformation, and large AI/LLM work inside one of the UAE's most ambitious healthcare and biotechnology ecosystems.
That combination is the reason iPulse AI is built as an investment research system rather than a generic chatbot: it is designed to turn market noise, company fundamentals, analyst reasoning, and forecast history into clear, repeatable decision intelligence for investors.
For investor conversations, strategic partnerships, AI transformation discussions, or founder-led product collaboration, connect with the Founder & CEO on LinkedIn.
Advisor, Finance & Portfolio Theory
Nicolas Perrin
Nicolas advises iPulse AI on finance and portfolio theory, bringing together market structure, risk, strategic decision-making, and AI governance. He has 25 years of cross-border leadership and advisory experience across banking, insurance, payments, wealth management, retail, and enterprise technology.
- Began his career as an AI engineer at Societe Generale Corporate & Investment Banking, developing electronic trading systems for warrants before moving into financial architecture and strategy leadership.
- Has advised or led strategic initiatives for J.P. Morgan, Societe Generale, BNP Paribas, Reuters Financial Software, and other major financial, insurance, and retail organizations.
- Brings board-level expertise in financial risk, governance, business and IT strategy, transformation, value creation, and the operating models required for responsible AI.
- Completed the INSEAD Chief Strategy Officer program and is advancing his expertise through MIT AI strategy and Stanford genetics and genomics studies.
For finance, portfolio theory, AI governance, or strategic decision-model conversations, connect with Nicolas on LinkedIn.
Founding Advisor, Strategy and Go-To-Market
Matviy Kruglov
Matviy advises iPulse AI on go-to-market strategy, startup ecosystem development, partnerships, and investor-facing growth. His background spans AI startup acceleration, venture networks, and enterprise software GTM across AWS, Berkeley SkyDeck, Salesforce, Pigment, and international startup programs.
- GTM lead for GenAI and ISV growth at Amazon Web Services, where he works with software companies and AI startups on enterprise growth, ecosystem development, and market expansion.
- Venture Scout for Amazon's $1B Industrial Innovation Fund, sourcing emerging technology companies for strategic investment consideration.
- Former Director of Ecosystem and Partnerships at Berkeley SkyDeck Fund, supporting founder access to investors, corporate partners, and global startup networks.
- Built and scaled founder, VC, hackathon, and pitch programs with ecosystem participation from AWS, OpenAI, Sequoia, Lightspeed, Intel, Groq, and other AI leaders.
For enterprise sales, corporate partnerships, B2B/B2C growth, or go-to-market collaboration, connect with Matviy on LinkedIn.
Founding Advisor, Operations
Maurice Gohlke
Maurice advises iPulse AI on operational best practices, execution discipline, and practical AI strategy. As Founder and CEO of Farming Revolution, he brings a rare operator perspective from building autonomous agricultural robotics that must perform reliably in real fields, with real customers, physical constraints, and measurable outcomes.
- Founder and CEO of Farming Revolution, the company behind Farming GT autonomous weeding robots for precise in-row and between-row weed control.
- Brings founder-operator experience across robotics software, AI-enabled plant detection, field deployment, reliability, and customer-facing product rollout.
- Background spans robotics software engineering at Bosch Deepfield Robotics, graduate study at Georgia Tech, and engineering training at INSA Lyon.
- Supports iPulse AI in translating complex AI workflows into disciplined operating practices, repeatable delivery habits, and scalable execution.
For operations, AI strategy, and execution best-practice conversations, connect with Maurice on LinkedIn.