Give RevSignal one company domain. It returns a cited operational brief: what's broken inside the business, the AI automation that fixes it, where to start for the highest ROI, and the funding to pay for it — every claim backed by a verbatim quote and a source URL.
Live demo · Sample briefs · Architecture · n8n workflows · Frontend · Schema
Founders know something is slowing them down — they just can't see what, or what to do about it. RevSignal reads the live web around a single domain and hands back a one-shot diagnosis: what's broken, what to automate, and how to fund it — with receipts. Every pain signal is paired with the concrete AI automation that fixes it, ranked into a single highest-ROI first move, and matched against real funding programs in the company's own country. A grounding critic drops anything it can't cite, so there are no hallucinations by construction.
Most companies can't see where they're operationally stuck. The bottlenecks — manual onboarding, support drowning in tickets, a finance team copy-pasting between tools — are obvious in hindsight and invisible day to day. And the "intent" tools that promise visibility solve a different problem: they tell you who to sell to, surfacing firmographic and behavioral noise about other companies. Nobody points the lens inward and says: here is your bottleneck, here is the automation that removes it, here is how you pay for it — with evidence you can check.
RevSignal does exactly that, for founder-led startups, any vertical, any country.
domain in ──────────────────────────────────────────────► cited brief out
│
▼
┌─────────────────────────── COLLECT ───────────────────────────┐
│ Bright Data — SERP API · Web Unlocker · MCP │
│ public surface, job posts, reviews, structure, funding pages │
└────────────────────────────────────────────────────────────────┘
│
▼
┌─────────────────────── REASON (MiMo V2.5 Pro) ─────────────────┐
│ source planner → synthesizer (→ CIO) → grounding critic │
└────────────────────────────────────────────────────────────────┘
│
▼
┌──────────────────── ORCHESTRATE (n8n, async) ──────────────────┐
│ webhook responds in <1s, runs the pipeline post-response, │
│ streams progress; client polls until the brief is done │
└────────────────────────────────────────────────────────────────┘
- Bright Data (SERP API + Web Unlocker + MCP) supplies live, anti-bot-resilient access to the public web — search results, job boards, review sites, company pages, and funding/grant sources.
- Xiaomi MiMo V2.5 Pro does the reasoning: it plans which sources to pull, synthesizes them into the structured Company Intelligence Object (CIO), then runs as a grounding critic over its own output.
- n8n runs the whole thing as an async pipeline — the analyze webhook responds in under a second and executes the collection → reasoning → grounding stages afterward, so the request survives edge timeouts and the browser just polls for progress.
The grounding critic is the load-bearing part: every claim must carry a verbatim quote and a source URL, and anything the critic can't tie back to a source is dropped or flagged before the brief is rendered. No hallucinations by construction.
See docs/architecture.md for the full pipeline, the n8n workflow exports, and the CIO schema.
Every brief is generated end-to-end from a single domain. It contains:
- Operational pain signals — each one an internal bottleneck paired with the concrete AI automation that fixes it. Not "you have a problem," but "this is the problem, this is the automation that removes it."
- Where to start — the single highest-ROI first move, with its projected impact, so a founder knows the one thing to do next.
- Company structure — headcount, role distribution, customers, and funding, drawn only from public/aggregate sources (no PII).
- Funding opportunities — grant and funding programs researched for the company's own country, each scored for eligibility and coverage and sorted into apply-now / applicable / watch, so the diagnosis comes with a way to pay for the fix.
- Competitors + grounding metadata — the competitive surface, plus citation coverage, source diversity, and the claims the critic removed or flagged.
Every claim in the brief carries a verbatim quote and a source URL.
| Traditional intent tools | RevSignal | |
|---|---|---|
| Examples | Clay, 6sense, ZoomInfo, Apollo | — |
| Question answered | Who should I sell to? | What should I fix? |
| Direction | Outward (prospect lists) | Inward (your own bottlenecks) |
| Output | Firmographic / behavioral scores | Cited pain signal → automation → first move |
| Evidence | Black-box scores | Verbatim quote + source URL per claim |
| Beyond the insight | Hand-off to sales | Funding bridge — how to pay for the fix |
Intent tools surface noise about other companies. RevSignal points the lens at you and proves it.
Real briefs, produced end-to-end — no mock data, no fixtures. Each is a single pipeline run from domain → cited brief. Five companies across five verticals and five countries:
| Company | Country | Vertical | Coverage |
|---|---|---|---|
| Cal.com | US | Scheduling / open source | 75% |
| PostHog | US | Product analytics | 85% |
| Linear | US | Project management | 93% |
| Plausible | Estonia | Privacy analytics (indie) | 77% |
| Oura | Finland | Consumer hardware / D2C | 88% |
Browse the full briefs (Markdown, PDF, and raw CIO JSON) in ./sample_outputs.
RevSignal is the free top of a three-layer funnel — the brief is the lead magnet, and the moat is the bridge from diagnosis to delivery.
- Layer 1 — RevSignal brief (free, public). The cited operational diagnosis described above. Anyone can run it on their domain. This is the lead magnet.
- Layer 2 — Automation Audit (paid). A deeper, hands-on engagement that turns the brief's pain signals into a scoped, prioritized automation plan.
- Layer 3 — Managed Ops Sprint (paid). We build and ship the automations — diagnosis becomes delivery.
Layers 2 and 3 are ArtificialArtz services and the project's revenue path / future. The free brief earns trust by being specific, cited, and immediately useful; the audit and sprint are how that trust converts. The defensibility isn't the report — it's owning the road from here's what's broken to here's it fixed.
The hosted demo is production-hardened:
- Cloudflare Turnstile bot protection in front of the analyze flow.
- Rate limiting at multiple layers — per-IP, global, and a daily cap.
- Server-side domain validation on the analyze webhook before any work runs.
- Secrets server-side only — no API keys or credentials are ever exposed to the client.
- Signal Watch — monitoring + diff alerts when a company's signals change.
- Signal Sweep — batch mode across many domains at once.
- CRM / workflow webhooks — push briefs into the tools teams already run.
- Vertical & geography packs — tuned pain-signal libraries and country-specific funding sources.
Built by ArtificialArtz:
- Alper Koç
- Arda Vatan
- Selin Anastasia Arslan
Built in public during the Bright Data × lablab.ai hackathon.
Released under the MIT License. Copyright © 2026 ArtificialArtz.