Discover AI Opportunity
Stop guessing where to use AI. Find the leak first.
A short conversation inside the AI assistant you already use. It finds 1–3 places your business is losing time, money or customers, and recommends the simplest fix. Sometimes that's AI. Often it's not.
Free: 10 discovery conversations a month with an MCP API key
Who it's for
Small businesses told they "need AI" — without a clear place to start
Solo operators, early-stage founders, and teams of one to a dozen without an ops or IT person. Especially service businesses running on email, spreadsheets and word of mouth — and builders who can make almost anything and need to know what's worth making.
The problem
Most AI advice starts with the tool and works backward
You get a list of fifty AI ideas, and none of them address what's actually costing you. Discover AI Opportunity starts with your business: what you sell, who buys, how work moves from first contact to getting paid, and where it gets stuck. Then it recommends the fix that fits — whatever kind of fix that turns out to be.
How it works
Five steps, one conversation
- Step 1
Ask in the assistant you already use
It runs inside Claude, ChatGPT, or Cursor — no new app to learn.
- Step 2
Answer a few plain questions
One or two at a time, never a long form. It says why each question matters and states its goal up front.
- Step 3
Check what it heard
It plays back its understanding of your business so you can correct it before it recommends anything.
- Step 4
Get 1–3 opportunities
Each one shows the problem in your own words, the simplest fix, impact and effort, how well AI fits, a small first version, and what it still doesn't know.
- Step 5
Pick one and get next steps
Concrete first actions plus the one question that would sharpen the plan.
What makes it different
Honest recommendations, including "don't build AI"
It will tell you not to use AI
If a process change or an off-the-shelf tool solves the problem, that's the recommendation. "AI fit: weak, don't build this" is a valid answer.
Getting customers, not just operations
Many businesses don't have an efficiency problem. They have a demand problem — and it handles that too.
Every claim is traceable
Evidence is quoted from what you said. Anything it concluded on its own is labeled "inferred."
It doesn't invent problems
It only works on pain you named — not every process it could automate.
Example result
A real diagnosis from testing
- Business
- A one-client web and AI services shop. Customers come only through word of mouth.
- Bottleneck
- No defined target customer and not enough leads.
- Recommendation
- Customer focus and lead generation. Process change, high impact, low effort, AI fit: weak.
- First steps
- Write down who your one client represents, name that customer group, and run a short referral push aimed only at businesses like them.
- Open question
- What would one new client be worth?
It advised against building an AI lead engine before the customer is clear — which was the right call.
Outcomes
What you walk away with
Clarity in minutes
A short list of where the business is leaking — not a consulting engagement.
The cheapest fix first
So you don't buy or build software you didn't need.
A first step this week
Concrete actions, not a roadmap.
A stronger case before you build
When AI is the right answer, you know why — with evidence to back it.
Runs as an MCP tool: discover_ai_opportunity
Connect once with a Product Manager Hub API key, then ask Claude, ChatGPT, or Cursor to diagnose your business. Same library as the rest of the hub — this tool focuses on operations and demand, not product-strategy frameworks.
Frequently asked questions
- Is this an AI idea generator?
- No. It diagnoses first and only recommends AI when AI is the best fit. A process change or off-the-shelf tool is a valid answer.
- What do I need to have ready?
- Nothing. Describe your business in your own words inside Claude, ChatGPT, or Cursor. The tool asks one or two questions at a time.
- What if my business is too early?
- That's fine. Early businesses often get a customer-focus recommendation instead of a tool — especially when the real problem is demand, not operations.
- What happens after I pick an opportunity?
- You get concrete first actions plus the one open question that would sharpen the plan — something you can start this week.
- How much does it cost?
- Free tier includes 10 discovery conversations per month with an MCP API key. Access unlocks higher limits and the rest of the Product Manager Hub library.
- Where does it run?
- Inside the AI assistant you already use — Claude, ChatGPT, or Cursor — via the Product Manager Hub MCP connector. No new app to learn.
Find the leak before you pick a tool
Ten free discovery conversations a month. Connect the MCP connector, then ask where AI can help — and where it can't.
Want playbooks and community? Join Access →