Cost to build a DevOps platform with token AI
Paying monthly for GitHub, GitLab or Datadog to cover CI/CD, registry and monitoring? This tool estimates the cost to rebuild your DevOps platform in-house with AI tokens, module by module, so you can compare it against what you pay today. The figures are budgeting estimates, not an actual invoice.
Cost to build a DevOps platform with token AI
Many engineering teams pay per-seat for GitHub or GitLab and per-host for Datadog while using only a fraction of the features. This tool lets you pick the exact modules worth rebuilding — CI/CD pipelines, a container registry, code security scanning (SAST/SCA) or monitoring dashboards — then converts them into AI tokens and person-months. With AI assisting code and config generation, TOT estimates the effort drops by roughly 35-50%, while AI tooling accounts for only a few percent of the total project. The result is a direct benchmark against the SaaS bill you pay every month. The tool includes a reference price list for each AI plan; these are budgeting estimates, and for a detailed quote on your software development software TOT scopes it first.
Rebuild cost by software category
Frequently asked questions
How much does it cost to rebuild a DevOps platform with AI?
It depends on which modules you pick — from CI/CD pipelines and a registry to code security scanning. The tool converts each module into AI tokens and person-months, so you see a cost range rather than one fixed figure.
Should we build our own or keep paying for GitHub or GitLab?
If you use only a few core features and per-seat fees keep rising, rebuilding that part often pays off. For fast-moving needs or features that rely on a large ecosystem, staying on SaaS still makes sense.
Can AI really write the pipelines and security configuration?
AI generates most of the code, CI/CD scripts and baseline configs, cutting effort by 35-50%. Engineers still need to review security, test and tune everything for your real infrastructure.
Are the estimates accurate?
They are a reference benchmark based on a token and person-months model, not a committed quote. TOT surveys your requirements in detail before proposing a final scope and price.
Is there a detailed price list and quote for software development software?
The tool gives a cost estimate with a reference price list for each AI plan. It is not an official quote — for a detailed quote on your software development software (by scope, features and integrations), contact TOT to scope it.
All figures are reference estimates. Built by the TOT team.
