ICPScout: Symptom-Based ICP Finder for Aspiring SaaS Founders
Founders know they need customer discovery interviews, but waste weeks manually hunting for where their ICPs congregate and dealing with terrible cold DM response rates.
Is the problem real?
Prospective founders struggle to figure out how to locate and initiate contact with their Ideal Customer Profiles (ICPs) for customer discovery.
EVIDENCE
I have a very genuine question, how do you actually talk to your ICPs and where do you actually find them ? I want to build a product but first i want to talk to my ICPs but where do i find them and how much time should i spend in that ?
Cold DMs from nowhere have the conversion rate of a wet napkin.
commentFind niche communities by searching for the symptom, not your product category. Literally search Reddit/Google for phrases people would complain with: "spreadsheet for invoices", "hate doing onboarding", "manual reporting", etc. Then check where the same names keep popping up. I’d avoid cold DMs as the first move. Comment publicly with something useful, ask one sharp follow-up, then DM only if they engage. Cold DMs from nowhere have the conversion rate of a wet napkin.
Who feels this pain?
TARGET USERS
Solo builders and technical creators struggling to locate and engage their exact Ideal Customer Profiles for validation interviews.
Context
Current Workarounds
Where's the gap?
EXISTING SOLUTION GAPS
OPPORTUNITY & VALUE
Multiple users explicitly complain about difficulty locating where ICPs congregate and note that cold DMs fail consistently.
Searches by user symptom and complaint language rather than traditional demographic filters, bridging the gap between problem discovery and outreach.
A niche search tool that indexes public complaint phrases, symptom keywords, and discussion boards across platforms to surface active discussions where target ICPs are expressing specific operational pain.
How does it make money?
MONETIZATION
Model
Founders waste weeks of valuable time manually hunting for leads; $29/mo is a minor expense to bypass weeks of dead-end cold outreach and validate faster.
How do you ship it?
MVP PLAN
“From cold DMs to warm ICP conversations in 30 days.”
A niche search tool that indexes public complaint phrases, symptom keywords, and discussion boards across platforms to surface active discussions where target ICPs are expressing specific operational pain.
Core Features
Weekly Roadmap
- •Build keyword and symptom ingestion pipeline
- •Implement basic search interface for founders
- •Store and display matching posts with context snippets
- •Build prompt helper for contextual response drafting
- •Implement bookmarking and lead tracking board
- •Add export functionality for search results
- •Implement Stripe subscription checkout
- •Set up user account management
- •Recruit 5 indie hackers from Reddit for private beta test
- •Publish launch post on Indie Hackers and r/SaaS
- •Create landing page highlighting discovery time saved
- •Monitor initial user signups and feedback
Launch on Indie Hackers, Product Hunt, and developer communities (r/SaaS, r/Entrepreneur) with real case studies of booking discovery calls.
RISKS & ASSUMPTIONS
Top Risks
Strict API rules and anti-scraping policies on platforms like Reddit and X can disrupt core data indexing.
Even with better targeting, founders may lack the copywriting skills to convert found prospects into actual interviews.
Aspiring founders with zero revenue are often extremely hesitant to pay for software tools before validation.
Should you build it?
Run an Investment Memo to get a structured Go / No-Go verdict, competitor landscape, unit economics, and a 90-day validation roadmap for this opportunity.
Generate an investment memoWhat this score means
This idea scores in the upper-middle range of opportunities surfaced by MonetScope, with a validation sub-score of 9/10 against 2 independently sourced evidence signals. A "promising" rating usually indicates a real pain has been detected and discussed in the open, but the pipeline did not find enough signal to flag it as urgent or high-frequency. These opportunities can still produce excellent businesses — they often correspond to "boring" problems that established players have ignored — but the founder should expect a longer customer-development cycle to confirm willingness to pay.
Why this matters for SaaS founders
It sits at the intersection of "ai-powered", "customer-support", "productivity", which makes it relevant to a specific subset of founders rather than a generic horizontal opportunity. SaaS opportunities at this stage tend to win on the strength of their initial wedge — a single workflow that the target user runs every week, where the existing solution is either spreadsheets, a clunky incumbent feature, or a manual process they hate. The build cost is moderate; the distribution cost is everything. The MonetScope pipeline surfaces this category alongside other saas signals, which is why it appears here rather than in a generic "trending ideas" feed.
Scores are derived from real forum discussions across Reddit, Hacker News and X, weighted by evidence volume and signal quality. How scoring works
Frequently asked questions
Is "ICPScout: Symptom-Based ICP Finder for Aspiring SaaS Founders" a real validated startup idea or just an AI-generated suggestion?
MonetScope does not generate ideas from a language model's imagination. Every opportunity on this site is anchored to specific source posts and comments from real public discussions — typically on Reddit, Hacker News, or X — where actual users describe the pain in their own words. The AI's role is structuring, scoring, and grouping those signals into a navigable opportunity, not inventing the problem.
How recent is the underlying data for ai-powered?
MonetScope's spider pipeline runs continuously and surfaces opportunities as new evidence accumulates. The "Updated" date in the header reflects the most recent re-scoring of this specific opportunity. Most saas opportunities visible in the public catalog draw from discussions in the last 30-60 days; older signals are de-prioritized because user pain shifts faster than most founders assume.
What's the difference between "overall score" and "validation score"?
Overall score is a composite across six dimensions — pain, urgency, willingness to pay, market size, defensibility, and execution ease — designed to give a single number for triage. Validation score is narrower: it asks "how cleanly does the same signal repeat across independent sources?" An opportunity can score high on overall but lower on validation when one or two large discussions dominate the evidence; conversely, validation can be high on a smaller-overall idea where the signal is consistent but the addressable market is modest.