Startup-idea validation with receipts — the full report carries typically 500+ citations, not a chatbot's guess

Research-Backed Validation

A research-backed validation report on any idea: the first sections arrive in minutes; the full report can take longer. Sourced data + named comp-set + retention benchmarks, source-linked — not training-data paraphrase. Pre-build-flaggable signals before you write a line of code.

Weeks of Desk Research, Replaced

DimeADozen replaces weeks of desk research and gut-feel decisions with a structured read on whether an idea has legs — before you write a line of code or raise a dollar.

Pre-Pivot Retention Check

Pivoting? Check your projected retention against the comp-set's benchmarks, taken from S-1s and 10-Ks where they disclose it — the gap between your model and the comparables is the finding.

Named Comp-Set

Sourced data + named comp-set + retention benchmarks. Specific companies, specific retention bands, source-linked so you can check every comp yourself before you commit.

Cohort-Fit

Cohort fit. Where public filings disclose customer acquisition and retention, the report benchmarks the comp-set, so you can test whether your projections sit inside the band those companies achieved — or outside it.

Depth at Scale

Multi-market validation: cohort retention bands by geography + capex-per-city + density-economics. Same depth-discipline the standard report uses — applied to scale-stage decisions.