Universal AI Deal Intelligence

From pitch deck
to conviction.
In minutes.

Fundr reads pitch decks, profiles founders, runs live web research, and scores every company across strategy, team, and upside — so your investment team spends its time on conviction, not admin.

Built for investment teams that move fast

Deal flow is broken
at scale.

Investment teams spend most of their time gathering data, not making decisions. Manual review is slow, inconsistent, and doesn't scale with the volume modern VC demands — and research on founders is even harder.

4–8 hrs
spent reviewing a single pitch deck manually
100+
deals per month requiring analyst attention
0%
scoring consistency when evaluation is purely subjective

Throw anything at it.

Fundr handles every format founders send and every CRM your team already uses — no preprocessing, no reformatting required.

Pitch Decks
PDF · PPTX · DOCX
Each file is treated as one company. Hierarchical chunking preserves slide structure for accurate retrieval.
Specter CRM
Company + People CSV
Native Specter export support — auto-detects company and people files by header sniffing, no renaming required.
Metrics & Data
XLSX · CSV
Financial models, KPI tables, and pipeline exports. Multi-file mode lets you combine all materials for a single company analysis.
Web Research
Perplexity · Brave
Optional live web search augments pitch deck data with news, funding history, competitor intelligence, and market context.

Six stages.
One ranked shortlist.

Ingest

Upload pitch decks, Specter CSVs, or financial tables — any format. Multi-file mode combines all materials for one company.

Web Search

Optionally fetch live context via Perplexity or Brave — funding rounds, market data, competitor news — before analysis starts.

Optional
Decompose

DIALECTIC pipeline builds hierarchical question trees across Strategy, Team, and Upside — parallel across all companies.

Argue & Critique

Evidence-grounded pro/contra arguments generated, then challenged by a devil's advocate pass before refinement.

Person Intel

Founder profiles enriched automatically via LinkedIn, Crunchbase, and web sources — exits, education, patents, network size.

New
Rank & Export

Composite scores with invest/not-invest verdicts. Board-ready Excel export with full citation audit trail.

Everything your team
needs to move faster.

Built for investment teams dealing with high volume, complex documentation, and the need for consistent, defensible evaluation criteria — across every deal, every round, every geography.

Evidence-Grounded QA
Every answer traces back to a specific passage in the source document. Citations embedded in every output — no hallucinations, no black-box reasoning. Every claim is verifiable before you walk into a partner meeting.
Composite Scoring
Three dimensions scored automatically: Strategy Fit, Team Quality, Upside Potential. Consistent, comparable, and defensible across every deal in your pipeline — ranked against each other, not just rated in isolation.
Pro/Contra Arguments with Devil's AdvocateDialectic
Structured investment thesis with built-in critique. Each argument is challenged by a devil's advocate pass and then refined — so you see both the bull and bear case before deciding.
Excel Export — Board-Ready
Ranked company list with executive summaries, key points, red flags, and a complete citation audit trail. One click, every deal. Ready to share with partners, LPs, and advisors without reformatting.
Company History & Run TrackingNew
Every run is saved per company, not just per job. Compare analyses over multiple rounds, track how a company's scores change across time, and surface the full history in a single company view.
Transparent Cost TrackingNew
Every answer and web-search call shows its model cost. Total session cost visible in real time — so you can tune your LLM routing policy against your budget without surprises.

The right model
for each stage.

Not every pipeline stage needs the same LLM. Fundr routes each stage independently — use a cheap fast model for decomposition and your best reasoning model for final ranking. Works with Gemini, OpenAI, Anthropic, and OpenRouter.

Gemini OpenAI Anthropic OpenRouter
Decomposition
Break deck into question trees
gpt-5-mini
Evidence Answering
Retrieve and answer sub-questions
gemini-3.1-flash
Argument Generation
Pro/contra investment arguments
gpt-5
Critique & Refinement
Devil's advocate + polish
claude-opus-4
Ranking
Composite score + verdict
gpt-5

Built for teams
that move fast.

Fundr is built for investment teams that need to move from intake to decision in minutes, not days — without sacrificing rigor or auditability.

10×
faster than manual pitch review
6
pipeline stages — decompose, search, argue, critique, profile, rank
100%
evidence-backed answers with full citations
companies analyzed in parallel, no queue
Enterprise-ready infrastructure — open source, self-hostable, production-tested.
LangGraph Orchestration Supabase + RLS Session Auth Multi-Provider LLM Railway Cloud FastAPI + Python 3.10+ Perplexity + Brave Search

Stop reviewing decks.
Start making decisions.

Self-host in minutes with your own API keys. Full source available — adapt the pipeline, change the scoring rubric, bring your own LLM.