Contents (7)
ICP — Ideal Customer Profile
The discovery agent reads this file on every run as system context. Edit it monthly as your understanding sharpens. Config-as-files.
Who I'm looking for (2-3 sentences, plain English)
Early-stage founders or solo operators of pre-PMF or just-past-PMF SaaS / AI tooling startups. Technical or technical-leaning — they can read code or evaluate Docker. They're paying for outbound, automation, or research tools today and feeling the cost. Often Boulder/Denver/Bay Area but geography isn't a hard filter.
Signal keywords — what to search for
The agent uses these in its web_search query. Mix specific tool names with pain phrases.
- "n8n cost", "Lindy credits", "Zapier expensive", "Make.com pricing"
- "hired an SDR", "hired a VA", "hiring head of automation"
- "replaced our outbound team", "firing our agency"
- "building a Growth Agent", "customer discovery automation"
- "Apollo.io alternative", "Smartlead vs Instantly", "Clay too expensive"
- "cold outreach drowning", "founder-led sales", "prospecting for hours"
- "Sonnet 4.6 cost", "Anthropic bill", "running out of credits"
Sources to listen on (priority order)
- r/SaaS, r/Entrepreneur, r/AI_Agents
- Hacker News (homepage + comments)
- Indie Hackers (Open Stories, Milestones)
- Product Hunt launches (the discussion thread)
- r/LocalLLaMA (when complaining about API costs)
- X (Twitter) — but only via search, low signal-to-noise
- r/ChatGPTCoding, r/ClaudeAI
Buying triggers (5 events that mean they're ready)
- Just hired or just lost an SDR / outbound contractor
- Posted a complaint about a tool's pricing in the last 14 days
- Asked for a tool recommendation for outbound, lead-gen, or research
- Announced a fundraise or revenue milestone (cash to deploy)
- Just churned from a SaaS and is publicly considering alternatives
Disqualifiers (skip these — even if they look great)
- Pre-product (no website / no traction signals)
- Enterprise (more than 50 employees) — wrong sales motion for me
- Agency / consultancy (different buying psychology)
- Crypto / web3 / defi-only — not my expertise
- Anything with "AI co-pilot for [vertical]" with no traction — usually flooded market
Three "good fit" archetypes
Archetype A — The lean SaaS founder
Solo or 2-person team. Building a focused B2B SaaS. Doing outbound themselves. Bill creeping past $200/mo on tooling. Looking for the next leverage move.
Archetype B — The technical operator
Inside a 5-25 person startup. Owns growth or ops. Has API budget but not infinite. Wants to automate the boring 80% so the team can do the interesting 20%.
Archetype C — The recovering agency owner
Used to run an agency or did consulting. Now building product. Comfortable with stacks. Wants to ship agents to replace what they used to charge clients for.
Don't contact (link to spreadsheet)
See do-not-contact.csv in the same Drive folder. Updated continuously. Includes:
- Past clients
- Active customers (don't look like outbound)
- People who explicitly asked to be removed
- Direct competitors
ICP file by Sophia Stein · agenticarchitect.ai/blog · last updated 2026-05-04
Local-First AI
If this template is useful, weekly notes go deeper on patterns like this.
n8n templates, cost teardowns, and what is actually working in 2026. No drip sequences, no upsells. Reply to opt out.