DICE™ — AI Evaluator
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Investor perspective

Benchmark any platform instantly.

Analyze your product against rival assets on the open market. Uncover hidden vulnerabilities, map competitor weaknesses, and see exactly what stands between your current score and market leadership.

Why the score holds up

Consistent scoring

Every product is graded on the same four axes — UX, Growth, Risk and Investor readiness — so two reports are actually comparable.

Multi-model ensemble

Claude, GPT, Gemini and Perplexity each score independently. DICE reports the consensus, the spread, and where the models disagree.

Competitive context

Side-by-side scorecards, feature matrix, pricing comparison and SWOT against three to five real competitors.

Grounded, not guessed

Reports are built from the live product — scraped pages, and where authorized, the experience behind the login.

A scorecard you can read in 10 seconds

Every DICE report ends with an investor scorecard — strengths, risks and overall potential on one card. Here's a real sample.

Productivity · AI

Nimbus Notes

Strong Buy
87
Readiness

Strengths

  • Best-in-class onboarding — 62% D7 activation.
  • Native offline sync with conflict-free merges.
  • Template marketplace already generating 18% of revenue.

Risks

  • Enterprise admin controls are still thin.
  • iOS-heavy user base — Android parity lagging.
  • AI costs compress margins on the free tier.

What's inside every report

One document, same structure every time — so a stack of DICE reports reads like a portfolio review, not a pile of pitch decks.

  • Executive summary and thesis
  • Scoreboard — UX · Growth · Risk · Investor
  • Strengths, weaknesses and concrete fixes
  • Competitive Market Intelligence (CMI)
  • Investor vs. consumer read
  • Multi-model ensemble consensus and disagreements
  • Verdict — Strong Buy through Pass

Working with founders

Founders on DICE build a profile, run their scoreboard, and track outreach through a structured six-step playbook. When they reach you, they arrive with a graded product, a competitive read, and a clear ask — not a cold paragraph.

See the outreach playbook

Want DICE on your deal flow?

We work with funds, accelerators and syndicates that want a repeatable first-pass screen. Reach out and we'll walk you through a real report.

Investor FAQ

Each app becomes a structured scoreboard with the same sections every time — executive summary, four-axis score, risks, competitive read and a verdict from Strong Buy through Pass — so a stack of reports reads like a portfolio review.