Functional DemoAnalytics System

SaaS Market Gap Detector

Discover evidence-backed micro-SaaS opportunities from live market signals across industries and regions.

Gap Detector Command Center with a best-opportunity card scoring Automotive 74, a daily opportunity brief of top-scored gaps, and tiles for rising problems, white space, and source health. — Market intelligence command center

What it solves

People create SaaS ideas from assumptions without knowing whether the problem is real, whether the market is growing, whether customers are already complaining, whether competitors are weak, whether the industry has budget, or whether a region is underserved. Existing idea tools generate from prompts rather than evidence.

Built for SaaS founders, indie hackers, startup studios, agencies, venture teams, and product strategists.

Overview

Users pick a region (US, UK, Canada) and one of 25 industries and see ranked market problems backed by structured evidence collected from many real data sources. A transparent Market Gap Score combines pain frequency and severity, business impact, SaaS fit, budget availability, competition, regional white space, and confidence, minus build and sales difficulty, with every score explainable and evidence-linked. A competitor saturation scanner classifies markets and detects weaknesses, an on-demand AI scanner generates evidence-backed SaaS ideas, and users can build opportunity reports, save research in an idea vault, and score fit against a founder profile. AI is explicitly treated as an interpreter of evidence, never the source of truth.

What this demonstrates

It proves a modular provider-adapter ingestion layer over a dozen external data APIs with credibility scoring, deduplication, and freshness adjustment; a transparent, testable multi-component scoring engine with explanations; and an AI opportunity scanner constrained to reference structured evidence IDs with confidence labeling.

What makes it different

Most startup idea tools generate ideas from prompts. This one collects live market signals, ranks real business problems, and uses AI only to interpret evidence — never as the source of truth.

Never present AI speculation as factAI interprets collected evidence, never invents it.
Every insight connects to evidenceMajor insights link to source signals.
Every score is explainableUsers can open any score and see why it exists.
Every source has credibilitySources are rated across five credibility tiers.
Freshness-adjusted signalsOutdated signals are down-weighted.
Region-specific claimsEvery regional claim is tagged to its region.
Every opportunity shows confidenceConfidence labels accompany all opportunities.

Core capabilities · 13

Market Command Center
Home dashboard of rising problems, best gaps, and daily brief.
Region Switcher
US, UK, and Canada with side-by-side regional comparison.
Industry Intelligence Pages
Dedicated intelligence page for each of 25 industries.
Market Signal Engine
Collects, normalizes, and scores 20 signal types from live sources.
Third-Party API Data Layer
Modular adapters for search, news, startup, labor, and review APIs.
Problem Taxonomy
Classifies pain into 20 business-impact categories.
Market Gap Scoring EngineMarket Gap Score
Transparent, explainable ranking model with component scores.
SaaS Opportunity Scanner
On-demand, evidence-linked SaaS idea generation.
Competitor Saturation Scanner
Classifies markets from empty to dominated and detects weaknesses.
Opportunity Reports
Premium validation reports referencing evidence IDs.
Saved Idea Vault
Research workspace for problems, ideas, and competitors.
Founder Fit Score
Personalized opportunity scoring against a founder profile.
Data Quality Layer
Confidence labels, deduplication, and source credibility rules.

How it works

Select a region
Select an industry
View ranked market problems
Inspect the supporting evidence
Scan for SaaS ideas on demand
Review opportunity and gap scores
Save ideas to the vault
Generate a validation report

How the score works

Market Gap Score

Pain Frequency
How often the problem appears across sources.
Pain Severity
Sentiment, urgency, and financial impact intensity.
Business Impact
Value of solving the problem for the buyer.
SaaS Fit
Whether software can realistically solve it.
Budget Availability
Whether the buyer likely has money to pay.
Competition
Market crowding, weighed against weak incumbents.
Regional White Space
Whether a region is underserved.
Build Complexity
Difficulty to build; subtracts from the score.
Sales Difficulty
Go-to-market difficulty; subtracts from the score.
Confidence
Evidence strength; low confidence subtracts.

Key screens

Command CenterPremium intelligence home dashboard.
IndustriesPer-industry intelligence pages.
Market GapsRanked opportunities with explainable scores.
Problem FeedLive ranked market problems.
CompetitorsSaturation and weakness analysis.
Opportunity ScannerOn-demand SaaS idea generation.
ReportsOpportunity validation reports.
Idea VaultSaved research workspace.
Data SourcesSource registry, health, and credibility.
SettingsPreferences and founder profile.

Data model

Region
Industry
IndustryKeyword
DataSource
MarketSignal
ClassifiedSignal
ProblemCategory
MarketProblem
ProblemEvidence
MarketGapScore
ScoreComponent
Competitor
CompetitorWeakness
SaaSOpportunity
OpportunityReport
SavedItem
FounderProfile
FounderFitScore
User
Workspace

Screens · 13

Opportunity Scanner detail for PropertyDesk with a gap score of 76 and pain/SaaS-fit/competition sub-scores, above an explainable score breakdown of positive drivers. — PropertyDesk opportunity score

Gap Detector Industries grid of sector cards (Property Management, Automotive, Real Estate, and more) each with a gap score, problem count, and rising-problem badge. — Industries overview grid

Property Management industry page with tracked-problems, gap-score, and competitor tiles, a momentum panel, and top-problem cards for manual admin, payment delay, and scheduling. — Property Management industry detail

Problem Discovery page ranking 25 evidence-backed market problems by gap score, with category filter chips and cards showing score, confidence, trend, and evidence count. — Ranked problem discovery

Problem Discovery filtered to the Revenue leakage category, showing two problem cards for Automotive (67, falling) and Insurance (62, stable). — Revenue-leakage problems

Problem detail for Revenue leakage in Automotive with a 67/100 gap score, explainable score breakdown, a mention-trend chart, and a list of evidence sources. — Problem detail with evidence

Competitor Intelligence page with market-saturation filter chips and a table of competitors listing category, funding, position, review score, and detected weaknesses. — Competitor intelligence table

Competitor detail for PrimeEnergyWorks (Solar CRM) with review score, funding, pricing, and product age tiles, a strength-vs-weakness bar, and four detected weaknesses with severities. — Competitor profile detail

Opportunity Scanner page for generating evidence-backed SaaS ideas, with a scan-a-top-problem row and a grid of 16 generated opportunity cards each with a score and evidence count. — SaaS opportunity scanner

Autonomous Discovery review queue of six AI-surfaced unscanned gaps, each with a market gap score of 67 and Keep or Dismiss buttons. — Autonomous discovery queue

Idea Vault of saved opportunities with a collections and tags sidebar and cards for PropertyDesk, PropertyOps, AutomotiveLoop, and PropertyStack showing scores and save dates. — Saved ideas vault

Data Sources registry with Starter/Professional/Enterprise plan tiers, registered/configured/operational counts, and provider rows showing status and Configure or Manage actions. — Data source provider registry

Founder Fit settings

How it is built

A Next.js/React app backed by Prisma over SQLite (dev) or Postgres (prod), with custom auth and encrypted credential storage. A source registry and isolated provider adapters ingest and normalize market signals; a scoring engine ranks opportunities; an Anthropic integration generates evidence-linked SaaS ideas; and Upstash Redis provides optional distributed rate limiting.