Posts · #ai-for-sales #workflow #lead-generation
2026-02-26-ai-prospect-research-workflow
Short: AI prospect research workflow
HERO
2026-02-26-ai-prospect-research-workflow
One-line value: A repeatable workflow to research a prospect in minutes using public info, while avoiding hallucinated facts and keeping notes reusable.
When to use: Use this page when you need to execute this workflow in one focused session.
QUICK RESULT
If you only do one thing → complete the first checklist pass and publish one usable draft/output today.
ACTION CHECKLIST
- [ ] Clarify the exact output and success metric before starting.
- [ ] Gather required inputs from one trusted source only.
- [ ] Execute the workflow in sequence without adding side tasks.
- [ ] Run one quality check and fix the highest-risk issue first.
- [ ] Save the final result with a short reuse note.
EXAMPLE / DEMO
Before: Notes are scattered and decisions are unclear.
After: Inputs are structured, steps are executed, and the output is ready to use immediately.
WHY IT WORKS
- Converts vague intent into an explicit sequence.
- Emphasizes shipping one validated result fast.
- Creates repeatability for future runs.
NEXT ACTION
- Run this checklist on one live task now; keep scope to a single measurable outcome.
Source notes (kept for context)
AI prospect research workflow (fast + safe)
This workflow turns a raw lead (company + role) into usable sales notes: what they do, what changed recently, what pain is likely, and what to say first.
Inputs
- Company name + website
- Target persona (e.g., "Head of Ops", "Founder")
- Your offer category (e.g., "automation for ops")
Output (copy-paste block)
- What they sell: …
- Signals (last 90 days): …
- Likely pain: …
- Hypothesis: If
then → propose - One-line opener: …
- Question to confirm: …
Steps (10-15 minutes)
- Grounding pass (2 min): open website → products, pricing, "about", "careers".
- Signal pass (3-5 min): search press/news + changelog + job posts. Capture only verifiable facts.
- Pain mapping (2-3 min): map signals → operational constraints (support load, inventory, attribution, etc.).
- Offer fit (2-3 min): select ONE workflow you can improve (don't pitch a platform).
- Message draft (2 min): one-line opener + one question.
Safety rules (to prevent fake facts)
- If a claim can't be verified quickly → mark as ASSUMPTION in your notes.
- Prefer "I noticed X" (verifiable) over "You must be…" (speculative).
- No numbers unless sourced (traffic, revenue, headcount).
Template: first message (short)
Hi
- noticed .
Curious: how are you handlingtoday?
If useful, I can share a 1‑page workflow for.
Next: connect to the rest of the cluster
- Build your ICP scorecard → then qualify leads consistently.
- Add enrichment rules → then automate follow‑ups safely.