Free Engineering
Tools
Interactive calculators and quizzes that give you honest answers — DORA benchmarks, Kubernetes fit, incident cost, and AI readiness. No email required.
CI/CD Pipeline Health Check
See where you stand against DORA benchmarks
Select your current numbers for all four DORA metrics and instantly see your performance tier — Elite, High, Medium, or Low — with targeted recommendations for the metrics holding you back.
- Deployment frequency, lead time, failure rate, MTTR
- Per-metric tier ratings with recommendations
- DORA benchmark reference table included
Should We Use Kubernetes?
An honest answer, not a hype-driven one
A 10-question quiz with weighted scoring that gives you a straight verdict — Yes, Probably, Probably Not, or Definitely Not — along with honest reasoning and concrete next steps based on your situation.
- Team size, scale, and operational capacity
- Weighted scoring across 10 real factors
- 4 verdict tiers with actionable next steps
Incident Cost Calculator
The number that gets attention in budget conversations
Enter your team size, incident volume by severity, MTTR, and optional revenue impact. Get an honest annual cost estimate including the overhead that MTTR alone doesn't capture — post-mortems, toil, and context switching.
- P1 / P2 / P3 breakdown by volume and MTTR
- 1.5× overhead multiplier for post-incident work
- Savings projection if you halve volume and MTTR
Are You Ready for AI?
An honest answer before you spend a dollar
A 9-question assessment with weighted scoring that tells you whether your business is actually ready to invest in AI — Ready to Scale, Pilot, Not Yet, or Hold — and exactly what to fix first if it isn't.
- Use-case clarity, data, process, team, and infra
- Weighted scoring across 9 real readiness factors
- 4 verdict tiers with concrete next steps
Numbers pointing to a problem?
These tools surface what's costing you. If you want help fixing it — pipeline gaps, infrastructure decisions, incident volume — we work as an embedded engineering partner, not a consulting firm that hands off a report.