FOR BUSINESS

Competitor Unit-Economics Reverse-Engineering Studio

Reconstruct a plausible Shadow P&L for a private competitor from your own public observations — price points, headcount, churn estimates — as an honest distribution of outcomes, not false precision. Built for corporate cfos, growth equity investors, strategy consultants.

Business education and financial review

Evidence. Review. Decision.

  • Organization-scoped records
  • Versioned numerical checks
  • Human approval and review history

How reverse-engineering stays honest

You enter observed public data as ranges — price points, estimated customers, headcount, churn — and the studio runs a seeded Monte Carlo simulation across those ranges. The result is a Shadow P&L expressed as p5/p50/p95 distributions for revenue, gross margin, EBITDA proxy and LTV:CAC.

Wide input ranges honestly widen the output. The tool never collapses uncertainty into a single confident number, and every chart is labeled as a modeled estimate from your inputs.

The working loop

  1. 01Collect public observations: archived prices, public headcount, ad-traffic estimates.
  2. 02Enter each as a min–max range, not a point guess.
  3. 03Run the simulation and read the distribution, not the midpoint.
  4. 04Export the scenario table for your strategy review.

Designed to stay decision-support software

Bring Your Own Data: your team uploads its own files — recordings, transcripts, models or exported public metrics — into the workspace. Trade Eyes never requests API access to your bank, broker, ERP or data vendors.

Processing runs in your browser wherever possible, so sensitive files do not leave your machine for the statistical passes. Outputs are simulations, probability scores and anomaly maps — the same category as a spreadsheet or statistics package — not investment advice, legal audit or a certified opinion.

Honest limits

A Shadow P&L is a structured guess. It organizes your uncertainty; it does not reduce it. Outputs must never be presented as a competitor’s actual financials.

Advanced local workbench

Update bounded uniform priors with supplied observations and explicit Gaussian uncertainty. Read P10/P50/P90, effective sample size and a cost-floor model based on your server, support, gateway and fixed-cost assumptions.

Every advanced workbench exports an A4 PDF and a SHA-256 manifest. A standalone offline HTML lab runs the same statistical modules without network access. Hashes verify integrity, not independent certification.

  1. 01Open the Private Analysis Lab.
  2. 02Download the CSV templates and import your own CSV or Excel evidence.
  3. 03Review assumptions and run the calculation locally.
  4. 04Export the report and retain the reproducibility manifest.

Frequently asked questions

Does Trade Eyes see our files?

The statistical passes run in your browser on files you upload. Reports and manifests are downloaded locally. Optional private report storage encrypts the manifest in your browser with your company-held key before upload; the key is not sent to Trade Eyes.

Is this investment advice or an audit?

No. Outputs are simulations and statistics for internal decision support. Interpretation, compliance and decisions remain with your licensed professionals.

How is it priced?

Annual contracts scoped to your team size and volume. Request a scoped offer or redeem an approved annual offer directly at /enterprise/checkout; a demo is optional.

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