Stop drowning in AI news. Start building what matters.
Every week, hundreds of AI announcements hit the wire. New models, new APIs, new frameworks, new startups. If you're a professional or indie builder, you face an impossible filtering problem:
- Too much noise. Most "AI news" is hype, fundraising press, or irrelevant to what you can actually build and ship.
- No scoring system. Without a structured way to evaluate signals, you chase shiny objects instead of real opportunities.
- No pipeline. Ideas rot in bookmarks and tabs. There's no system to move from "interesting" to "shipped product."
You don't need to read more. You need a pipeline that turns raw signals into scored opportunities and shipping decisions.
The Intelligence Pipeline is a structured system for capturing AI market signals, filtering noise, analyzing opportunities, and deciding what to build -- designed for professionals and teams who ship products.
This free starter version gives you the core framework. Enough to start running the pipeline today.
INTELLIGENCE PIPELINE
=====================
+----------+ +----------+ +-----------+
| INTAKE | --> | FILTER | --> | ANALYZE |
| Raw | | Kill the | | Deep dive |
| signals | | noise | | what's |
| from | | fast | | left |
| sources | | | | |
+----------+ +----------+ +-----------+
|
v
+----------+ +----------+ +-----------+
| SHIP | <-- | SCORE | <-- | IDEATE |
| Execute | | Triage | | Generate |
| or kill | | scoring | | product |
| fast | | system | | concepts |
+----------+ +----------+ +-----------+
|
v
+---------+
| BUILD |
| Commit |
| or pass |
+---------+
Each stage has a clear input, output, and decision gate.
| Stage | Input | Output | Gate |
|---|---|---|---|
| INTAKE | Raw sources | Signal capture log | Is this about AI tooling? |
| FILTER | Signal log | Filtered shortlist | Score >= threshold? |
| ANALYZE | Shortlist item | Deep analysis doc | Is there a real opportunity? |
| IDEATE | Analysis | Product concept(s) | Can I build this in < 2 wk? |
| SCORE | Product concept | Triage scorecard | Score >= go threshold? |
| BUILD | Scored concept | MVP spec + commitment | Ship date set? |
| SHIP | MVP | Live product | Revenue or kill |
| Asset | Description | Location |
|---|---|---|
| Pipeline framework | The full 7-stage architecture above | This README |
| Signal capture template | Structured format for logging raw signals | templates/signal.md |
| Analysis template | Framework for deep-diving a filtered signal | templates/analysis.md |
| Starter scoring rubric | 3-factor triage scoring (Relevance, Novelty, Actionability) | config/scoring-rubric-starter.md |
Pick 3-5 sources you already read. Don't add more yet. Common starting points:
- Hacker News (front page, 1x/day)
- One AI-focused newsletter (e.g., The Rundown, TLDR AI)
- Twitter/X list of 10-15 builders (not pundits)
- One subreddit (r/LocalLLaMA, r/ChatGPT, r/SaaS)
Use templates/signal.md to log anything that passes your gut check. Don't analyze yet. Just capture.
Rule: If you wouldn't tell a builder friend about it, skip it.
Review your week's signals. Apply the starter scoring rubric from config/scoring-rubric-starter.md. Anything scoring 7+ out of 15 moves to analysis.
For each signal that passed filtering, complete an analysis using templates/analysis.md. This is where you pressure-test the opportunity.
After analysis, you have three options:
- BUILD -- Commit to a 1-2 week MVP sprint
- WATCH -- Park it, revisit next month
- KILL -- Delete it and move on with zero guilt
INTAKE: "Anthropic releases Claude tool-use in production API"
FILTER: Relevance: 5, Novelty: 4, Actionability: 4 --> Score: 13/15 --> PASS
ANALYZE: Deep dive reveals gap in tool-use starter kits for non-technical users
IDEATE: "Claude Tool-Use Template Pack"
SCORE: Full triage --> GO
BUILD: 3-day sprint, Gumroad delivery
SHIP: Live product, $19 price point
This starter gives you the framework. The full Intelligence Pipeline (included in the AI Workspace) gives you the complete operating system:
| Feature | Starter (Free) | Full Version |
|---|---|---|
| Pipeline architecture | Yes | Yes |
| Signal capture template | Basic | Advanced (with source scoring) |
| Analysis template | Basic | Advanced (with market sizing) |
| Scoring rubric | 3-factor triage | 3 scoring systems |
| Source registry | -- | 12 scored + ranked sources |
| Ideation-to-MVP template | -- | Yes |
| Go/No-Go scorecard | -- | Yes |
| Product constraints framework | -- | Yes |
| Automation scripts | -- | Yes |
| Weekly pipeline review template | -- | Yes |
- Complete Source Registry -- 12 vetted and scored signal sources, ranked by signal-to-noise ratio, with optimal consumption schedules
- 3 Scoring Systems -- Triage scoring, source quality scoring, and full go/no-go product scorecard with weighted factors
- Automation Scripts -- Scripts to semi-automate signal capture, scoring calculations, and pipeline status tracking
- Product Constraints Framework -- Decision framework for time, cost, complexity, and market fit -- so you build what you can actually ship
- All 5 Templates -- Signal, analysis, ideation, go/no-go, and weekly review -- fully fleshed out with examples
Full pipeline system available as part of the AI Workspace:
- Professionals building AI-powered products
- Indie hackers evaluating what to build next
- Small teams that need a structured signal-to-product process
- Anyone tired of bookmarking AI news and never acting on it
- Enterprise teams with dedicated research departments
- People looking for a curated newsletter (this is a system, not content)
- Anyone not willing to spend 30 min/week running the pipeline
Found a way to improve the starter pipeline? PRs welcome. Keep it practical -- this is a builder's tool, not an academic framework.
MIT License -- see LICENSE.
By COCÓ -- Smart Tools & Products | Good Stories LLC