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ProspectAI
Multi-agent AI that builds your investment portfolio
ProspectAI is a multi-agent investment pipeline that researches sectors, scores companies across 7 dimensions, and produces a structured portfolio recommendation — all driven by a Draft → Critic → Final agent architecture built on Claude.
Top comment
Hi Product Hunt! I’m Moises, a Data & AI Transformation Leader who got tired of shallow stock screeners and decided to build something better. ProspectAI is a multi-agent system that mimics how a professional analyst team works: Research Agent — scans sectors and surfaces candidates using real fundamental data Draft Agent — scores each company across 7 dimensions (momentum, fundamentals, sentiment, risk/reward, and more) Critic Agent — challenges every recommendation, flags R/R violations, and forces revisions Final Agent — produces a clean, structured portfolio with position sizing and action states Built on Claude + CrewAI, with a strict spec-driven architecture based on Openspec framework. Why I built it: Most AI investing tools are wrappers around LLM chat. ProspectAI is an actual pipeline with deterministic rules, schema validation, and a critic loop — the kind of rigor you’d expect from a quant team. Still early, but the pipeline runs end-to-end across Technology, Energy, Semiconductors, and Consumer sectors. Check out the statistics page with live data about the performance of past recommendations. Would love your feedback — especially from anyone who’s tried building agentic financial pipelines. What’s your biggest pain point?
About ProspectAI on Product Hunt
“Multi-agent AI that builds your investment portfolio”
ProspectAI was submitted on Product Hunt and earned 4 upvotes and 1 comments, placing #138 on the daily leaderboard. ProspectAI is a multi-agent investment pipeline that researches sectors, scores companies across 7 dimensions, and produces a structured portfolio recommendation — all driven by a Draft → Critic → Final agent architecture built on Claude.
On the analytics side, ProspectAI competes within Fintech, Investing, GitHub and Finance — topics that collectively have 120.9k followers on Product Hunt. The dashboard above tracks how ProspectAI performed against the three products that launched closest to it on the same day.
Who hunted ProspectAI?
ProspectAI was hunted by moisès prat. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of ProspectAI including community comment highlights and product details, visit the product overview.