NEURACAP

Public company analysis

Comparable company analysis and peer benchmarking

Public comps software that starts where the argument starts: the peer set. NeuraCap builds a comparable universe from business model and financial profile, puts every company on the same basis, then benchmarks growth, margins, returns, cash conversion, trading multiples and sector KPIs against it. The comps table is the evidence, not the conclusion.

  • Trading comparables
  • KPI benchmarking
  • Medians and percentiles
  • Consensus estimates

The story

The peer set decides the answer, so it has to survive scrutiny.

Comparable company analysis

A peer group built to be challenged

The problem
Building comps by hand takes days and the result is fragile. Change three names in the set and the median moves enough to change the recommendation, which is exactly what the other side of the table will test.
Why it matters
Every trading multiple, every percentile and half the valuation range depend on that list. If the peer group cannot be justified, none of the analysis downstream of it can be either.
In NeuraCap
NeuraCap screens on business model and financial profile, normalises reported figures to a common basis, calculates the full ratio set for each company, and shows the peer table with the figures behind the median visible.
What you get
A comps table with growth, margins, returns, cash conversion and trading multiples for the whole set, plus the company's percentile rank on each measure and on the KPIs specific to its sector.
The decision it enables
Whether the company is priced for what it is doing, where the operating gap against peers actually sits, and which part of the story a buyer would pay for.
Percentile rank against peers — illustrative layout
  • Revenue growth
  • EBITDA margin
  • Return on capital
  • EV/EBITDA

An illustration of the layout: one rail per measure, a tick at the peer median and a marker for the company. It carries no figures and describes no real company.

How the set is built

Four rules behind the comparable universe.

A peer group is a claim about what this company is. These are the rules that claim has to satisfy.

Business model, not index label

Peers are selected on how the company actually makes money — what it sells, to whom, on what contract shape — rather than on the sector code it happens to be filed under.

Comparable financial profile

Scale, growth rate and margin structure are part of the screen. A company four times the size with half the growth is a reference point, not a comparable.

Same basis, every line

Reported figures are put on a common basis before anything is compared, so a difference in the table is a difference in the business rather than in the accounting presentation.

The set is visible

The comps table shows which companies are in the set and the figures behind the median, so the peer group can be challenged on its merits rather than taken on trust.

Public-company fundamentals come from SEC EDGAR filings where applicable, with consensus estimates for revenue, EBITDA and EPS and market price data alongside them. Multiples, medians and percentiles are calculated from those inputs, not sourced, and are labelled that way. The coverage and data page lists what is included.

What gets benchmarked

Six families of measure, and what each one tells you.

Financial ratios describe the shape of a business. Sector KPIs describe whether it is winning. Both are benchmarked against the same peer set.
Measure families benchmarked in NeuraCap and what each one indicates
FamilyMeasuresWhat it reads
GrowthRevenue growth, multi-period trend, consensus growth for the year ahead.Whether the company is taking share or riding the sector.
ProfitabilityGross margin, EBITDA margin, operating margin and their direction over time.Whether growth is being bought or earned.
Returns and capitalReturn on capital, capital intensity, leverage and interest cover.How much balance sheet the model consumes to produce its growth.
Cash conversionOperating cash conversion, working capital movement, free cash flow.Whether reported profit turns into cash at the rate peers manage.
Trading multiplesEV/Revenue, EV/EBITDA, EV/EBIT and P/E, trailing and on consensus estimates.Where the market places this company relative to its peer group.
Sector KPIsThe operating measures that decide value in that specific industry.The part of the story that generic financial ratios never reach.

Why medians

Percentiles, not averages.

A peer group of a dozen companies usually contains one that is broken and one that is exceptional. An average carries both into the answer; a median and a percentile band do not.

Outliers are gated, not smoothed

Plausibility gates exclude implausible multiples so they are never plotted. A negative denominator does not quietly become a small positive one.

Two sources per figure

Figures are confirmed against two independent sources, with a 97.5% confirmation rate. Unreconciled items are flagged in the analysis rather than averaged away.

Calibrated language

The written read is phrased as a reading of the evidence, not as asserted causation. The methodology page sets out the rule.

Where it goes next

Comps are an input, not an answer.

The peer set feeds three other parts of the platform. On its own it tells you where a company sits; combined, it tells you what that is worth.

Proof

See it in the published research.

Every sector outlook contains a peer comparison for the whole industry group: the same tables, the same medians, published in full and free to read.

If you want to see the benchmarking applied to one business rather than a group, the company report is the format, and coverage teams in investment banking use it to keep a whole watchlist current.

Get your custom-built strategic insights report today.

Public or private, any sector. Tell us the company and what you need to understand.