The Revenue Friction Index, explained

Most executive dashboards measure what already happened. The Revenue Friction Index estimates where future growth is constrained, scored from evidence and updated as the world changes.

Every enterprise already holds enormous amounts of growth data: its website, search visibility, product, reviews, hiring, pricing, competitors, and filings. The problem is not missing data. It is that nobody connects these signals into a single, decision-grade reading. The Revenue Friction Index exists to be that reading.

What it measures

Revenue friction is everything that quietly stops a company from converting its potential into revenue. A slow site suppresses conversion. A broken funnel leaks qualified demand. A concentrated channel turns the forecast into a guess. Distress signals in hiring and pricing foreshadow margin pressure. Each of these leaves a measurable trace in public data.

The Index reads those traces and decomposes them into forensic dimensions, each scored on a fixed scale from observed evidence:

• Technical Debt Index, the conversion and trust friction caused by site and stack health.
• Financial Distress Index, exposure inferred from hiring, pricing, and runway markers.
• GTM Health, the clarity and durability of the company's go-to-market.
• Funnel Alignment, where the path from first touch to conversion breaks.

A dashboard tells you what happened. The Index estimates what is about to constrain growth, and shows the evidence behind the estimate.

Why it is a signal, not a report

A report is a snapshot. It is correct on the day it ships and stale soon after. The Revenue Friction Index behaves like a credit score or a security posture score: it is continuously updated as new evidence arrives. When a competitor gains search share, a company freezes hiring, or a pricing page changes, the underlying evidence updates and the Index moves with it.

That property matters for decisions. An investor in diligence, a corporate-development team profiling a target, or an incoming executive does not want last quarter's snapshot. They want the current reading, with the trend.

Every number carries its confidence

A score without provenance is an opinion. Each dimension of the Index carries a confidence value that reflects evidence depth, not model certainty, and every conclusion links back to the signals that produced it. A finding grounded in forty citations is weighted differently from one inferred from three. This is what makes the Index defensible in front of a board: you can ask where a number came from and get an answer.

Grounded against peers

A score of 71 on technical debt means little in isolation. Calibrated against thousands of companies in a cross-company knowledge graph, it becomes a position relative to real peers. Cohort grounding is what turns a raw measurement into a judgement, and it is why the Index sharpens as the corpus grows.