Independent Developer Onboarding Research

Production failures start long before production.

DaxMac researches documentation-induced onboarding assumptions that quietly become production failures in API-first products.

Developer Onboarding Illustration

Independent Audits • Evidence-Based Findings • Production-First Analysis

Services

Developer Onboarding Audit — $399

Identify the onboarding assumptions that can become production failures.

What's Included

  • Review of landing page messaging
  • Review of the Getting Started guide
  • Review of Quickstart documentation
  • Review of authentication and API key setup
  • Review of the sandbox-to-production transition
  • Review of dashboard setup and configuration
  • Review of core API documentation
  • Up to 10 validated findings with business impact
  • Prioritized recommendations
  • Comprehensive written audit report

Production Readiness Review — $699

A comprehensive assessment of your developer platform before production.

What's Included

Everything in the Developer Onboarding Audit, plus:

  • Full API reference review
  • SDK documentation review
  • Error handling documentation review
  • Webhook and event documentation review
  • Documentation consistency review
  • Production guidance review
  • Up to 20 validated findings with business impact
  • Executive summary for engineering leadership
  • Prioritized remediation roadmap
  • Comprehensive written report

Questions before you commit?

Email daxmac.lab@gmail.com to discuss your project before purchasing.

Featured Audits

Liveblocks Logo

Liveblocks

Environment selection appears to be ordinary configuration but actually creates an irreversible architectural boundary.

Read Audit →
Svix Logo

Svix

Application creation establishes an operational boundary, but onboarding presents it as simple organization.

Read Audit →
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Latest Field Notes

Short observations from ongoing developer onboarding research.

When Documentation Defines Concepts but Not Their Relationship

Developers build mental models from onboarding documentation. Defining concepts individually without explaining how they interact leaves critical architectural decisions to inference.

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When Initial Validation Is Mistaken for Long-Term Reliability

Successful validation demonstrates that something works today. It should not automatically become a developer's mental model for long-term reliability.

Read Field Note →

Creating a Resource Is Not the Same as Managing Its Lifecycle

Creating a resource is only the beginning. Great onboarding also explains how that resource should be managed throughout its lifecycle.

Read Field Note →
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Methodology

Every DaxMac audit follows the same production-first framework.

DaxMac Methodology

Documentation

Review onboarding guides, API references, quickstarts, and setup flows.

Developer Assumption

Identify the mental model a new developer is likely to build.

Production Reality

Compare those assumptions against real production behavior.

Business Impact

Connect the implementation gap to developer trust, adoption, and revenue.

About DaxMac

About DaxMac

DaxMac is an independent developer onboarding consultancy focused on API-first companies. We uncover documentation-induced onboarding assumptions before they become production failures, helping engineering teams reduce implementation risk through evidence-based developer onboarding audits.

Contact

Interested in a developer onboarding audit or research collaboration?

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