AI Researcher
Arguably, the most accurate, comprehensive, and affordable signal engine ever built.
Technology Stack
About This Project
Enterprise research used to mean expensive analysts or drowning in alerts. AI Researcher changes that: ask any question about any company, get sourced answers you can trust, refreshed weekly for a fraction of what competitors charge.
Project Vision
We built an AI Researcher that turns noisy news and web content into clean, actionable intelligence about companies. Instead of drowning in alerts and articles, teams get concise answers to specific questions: who just raised funding, who hired a new CTO, who's expanding into your market.
How It Works
Two services working together:
The Retriever builds smart queries, pulls from web and data sources, filters out the noise, and optionally scrapes full content for deeper analysis.
The Generator takes that context and uses an LLM to synthesize one clear, professional insight per company with sources cited and metadata structured. Crucially, it only answers from retrieved context, so you get traceable findings instead of hallucinated guesses.
A weekly refresh engine keeps everything current without burning through compute. It's the most economical refresh cycle in the market while still catching signals that matter.
We also built an evaluation toolkit that continuously scores output quality for relevance, accuracy, and consistency.
What Makes It Useful
You can point the AI Researcher at whatever questions matter to you: industry-specific events, competitor moves, risk indicators. Or use our preconfigured library covering common GTM, financial, and operational themes.
The whole thing is built for scale: high-concurrency batch processing across thousands of companies, deployable as separate APIs with Docker and Helm charts ready for production.
Who It's For
Sales and marketing teams use it to catch buying signals, partnerships, and product launches before competitors do.
Risk and compliance tracks regulatory issues, data breaches, leadership exits, and sentiment shifts.
Strategy teams consolidate scattered information into briefings leadership can actually act on.
Why It Matters
Enterprises need research they can trust and explain. AI Researcher delivers a repeatable, auditable process that's faster and cheaper than manual research, and far more reliable than generic news alerts. It's like having a tireless analyst who reads everything and only surfaces what matters.