By DevSpotlight

Your developer experience, scored.

DX Pulse is the first automated audit that scores how well your developer platform performs across documentation, onboarding, ecosystem health, and AI accuracy — then tells you exactly what to fix.

Request a Benchmark → See How It Works

Sample Co.

DX Pulse Report

6.4

DX Health

6.8

AI Experience

Critical Gemini recommends a competitor when developers ask about your use case

Critical AI models contradict your docs on 18% of technical questions — developers don’t know which answer to trust

Strong Docs are well-structured and 82% of code samples are production-ready

The Blind Spot

You invest in docs and DevRel. But is it working?

Developer platforms publish documentation, ship SDKs, and write tutorials — but have no objective way to know if any of it is helping developers succeed.

Meanwhile, developers now ask ChatGPT and Claude how to use your API instead of reading your docs. If those models hallucinate, developers blame your product — not the AI.

DX Pulse gives you the instrument panel you’ve been missing.

18%

Avg. hallucination rate

28%

Code samples incomplete

$1.2M

Avg. annual DX friction cost

6,900

Developer hours lost / yr

DX Pulse

Six modules. Two scores. Zero guesswork.

An automated audit that measures your developer experience the way developers actually experience it — including through AI.

Docs Quality

Crawls your entire docs site. Grades code sample completeness, readability, structure, and AI-friendliness. Every page, every snippet.

Onboarding

Measures time-to-first-success. Evaluates your quickstart for friction: credit card gates, missing steps, unclear prerequisites.

Content Gaps

Searches Stack Overflow, Reddit, and GitHub Issues for developer questions your docs should answer but don’t.

Ecosystem Health

12-signal assessment: SDK coverage, community activity, pricing clarity, blog freshness, DevRel presence, third-party content.

LLM Accuracy

Queries Claude, GPT, and Gemini with 60 questions about your product. Judges every answer against your docs. Reports hallucination rates.

AI Readiness

Tests whether AI models know, recommend, and correctly describe your product when developers ask for solutions in your category.

The DX Pulse Framework

What you control vs. how the world sees you.

The gap between these two scores is itself a diagnosis.

DX Health Score

1–10

What your team directly controls: documentation quality, onboarding friction, content coverage, ecosystem signals.

Docs · Onboarding · Content Gaps · Ecosystem

vs.

AI Experience Index

1–10

How AI models perceive your product: accuracy of answers, hallucination rates, recommendation strength.

LLM Accuracy · AI Readiness

Where does your platform land?

Based on anonymized DX Pulse audits. Each dot is a real developer platform.

Process

From audit to action in one week.

We run the benchmark

Point DX Pulse at your docs URL. The tool crawls your site, queries AI models, analyzes community signals, and scores everything automatically.

You get the report

An interactive HTML report with scores, findings, financial impact estimates, and a built-in AI analyst you can ask follow-up questions.

We fix what matters

DevSpotlight’s team helps you execute on the highest-impact findings: rewriting docs, improving onboarding, filling content gaps, optimizing for AI.

DevSpotlight Services

We don’t just diagnose. We fix.

DX Pulse tells you what’s broken. DevSpotlight’s team fixes it. Nearly a decade of experience writing developer content for the world’s leading platforms.

Developer Documentation

API references, guides, tutorials, and quickstarts written by engineers who understand your product. Technically accurate, developer-friendly, AI-optimized.

Technical Content

Blog posts, whitepapers, case studies, and educational content that drives developer awareness and adoption. No fluff — the kind of content developers actually read.

DX Strategy

Onboarding optimization, content gap remediation, SDK strategy, and AI readiness consulting. Data-driven recommendations backed by your DX Pulse scores.