Expert Insights
Private BetaInvestment-grade reports.
In minutes, not days.
AI agents that research, verify, and deliver analyst-grade business intelligence. Built for VCs, operators, and partnership teams who need rigor without the three-week wait or the five-figure invoice.
Generates 5+ report types · Multi-expert Deep Verification · Reports in 3-15 minutes
What it does
Five reports, on demand.
Submit a brand name and a URL. Pick the reports you want. Each report lands in minutes with structured sections, named sources, and confidence flags on every inferred number. Any of these can be upgraded to Deep Verification for memos that need to clear a higher bar.
Due Diligence Reporting
A 13-section investment memo: Bottom Line, Company Snapshot, Founders & Team, Product Portfolio, Verified vs Estimated KPIs, Competitive Landscape, Customer Signal, a Specialized Deep-Dive, Risks, Strengths, Diligence Checklist, Investability Framework, and Sources.
Corporate Overview Analysis
Structural positioning, brand-and-messaging audit, team-and-leadership maturity, operations assessment, financial signals with confidence flags, and ranked strategic recommendations with rank-defense for each.
Growth Plan Analysis
TAM/SAM/SOM derivation with the math shown, competitive scoring on five dimensions, channel-priority matrix with rank defense, ad budgets across four scaling tiers, A/B test backlog, 6-month ROI projections.
Product Analysis
Feature matrix vs named competitors, user-journey map with friction points and activation signals per stage, UX metrics with confidence levels, pricing-tier value defense, ranked product roadmap.
Scenario Forecasting
Model competing proposals or strategic concepts head-to-head. Outputs side-by-side growth plans for each scenario with predicted ROAS, payback period, and the conditions under which each pulls ahead.
The differentiator
Deep Verification.
A round-table for every report.
An optional upgrade applied to any standard report.
Deep Verification sends the draft through a panel of expert personas who score it against rigorous criteria, surface disagreements as critical fixes, and cycle the report through generate → score → synthesize → improve until the panel converges above the quality threshold.
The Strategist
In the spirit of Stratechery
Structural positioning, what the company commoditizes, what commoditizes it, the long-term constraint that actually matters.
The Investor
In the spirit of Above the Crowd
Unit economics first. Every revenue claim broken down to gross margin, CAC, LTV, payback period. Demands a bear case as committed as the bull case.
The Operator
In the spirit of Lenny's Newsletter
Could you execute on Monday morning? Roadmap ranks defended, friction points specific, pricing analysis with competitor reference points.
The Data Hound
Quantification-first analyst
Every claim cited or labeled inference. Market-size math from bottom up. Pattern-recognition across categories. No slide-deck TAM numbers.
The Clarifier
Writing-first analyst
Names names. Says 'I don't know' when they don't. Demands prose clear enough that a non-finance reader follows. Catches confidently-wrong assertions where uncertainty exists.
The value swap
Expert-level reports in minutes instead of days.
Standardized format and expert-level rigor on sourcing, bear cases, unit economics, and more. 100× cheaper, 1000× faster.
Get on the waitlist.
Currently in private beta with a handful of design partners. Add your email and we'll let you in as soon as the next batch opens.
No spam. We'll only email when access opens or when we ship something big.