Why the numbers hold up

Any AI produces a plausible company analysis on demand. ValueLens is built so the numbers behind the analysis hold up in a boardroom: a real model, verified inputs, and the framework from Valuation built in.

The model is real

The valuation engine is a full financial model, codified with Tim Koller. It is deterministic: same inputs, same valuation, every run. No AI touches the calculations.

The inputs are verified

Financials are extracted from filings at line-item depth, then verified and approved by human analysts. Every figure traces back to its source.

The expertise is built in

The interpretation layer carries decades of valuation experience: what drives value, which peers are truly comparable, what the numbers imply, read back as narrative, not data.

Every ValueLens module traces back to the value-driver framework from Valuation: Measuring and Managing the Value of Companies.

01ValueThe present value of future free cash flows. is free cash flowCash generated by the business, available to all capital providers., discounted at the cost of capitalThe return capital providers require, given the risk of the business..
02Free cash flowCash generated by the business, available to all capital providers. is produced by return on invested capitalProfit generated for every dollar of capital invested. and revenue growthHow quickly the business is growing, organically..
03Return on invested capitalProfit generated for every dollar of capital invested. is driven by operating marginHow effectively revenue turns into operating profit. and capital turnoverRevenue generated for every dollar of capital invested..

The framework's one rule

Growth creates value only when returns clear the cost of capital. See what happens to value as a business grows.

Returns arethe cost of capital
GROWTH 0–6% → VALUE ↑ aboveatbelow

Standardized, so the comparison is apples to apples

Reported figures are not comparable across companies: franchise mixes, lease accounting, goodwill and pass-through revenues all move the headline numbers. ValueLens rebuilds each company's financials on one consistent basis, so that a margin, a return on invested capital or a growth rate means the same thing for every company in the peer set.

Verified, so a number can be traced to its source

Financials are extracted from filings at line-item depth and verified by our analysts. Every figure in the analysis traces back to the filing it came from, which is what makes it usable in a board pack, an earnings-prep session or a diligence memo.

Interpreted, so a board member follows the same story a CFO does

Every view comes with written interpretation. The model does the math; the interpretation layer reads it back as narrative, so a non-finance reader follows the same argument the numbers make.

See what ValueLens shows on your company.

A 20-minute walkthrough: your numbers, your peers, what the market is pricing in.
Public data only, nothing needed from your side.

See ValueLens on your company

Pick a time that works for you. In 20 minutes we'll walk you through what ValueLens shows on any company you choose. Public data only, nothing needed from your side.