How We Integrate AI Without Losing Control
AI makes a senior team faster. It doesn't get the final say. Here is where we use it in development and cloud operations, what it is never allowed to see, and who signs off before anything ships.
How Does Infra8 Use AI?
Infra8 uses AI for first passes: scoping, code review, test generation, infrastructure scans and cost checks. A senior engineer reviews everything before it ships, AI tools never receive secrets or customer data, and production changes always go through your pipeline with a human approval.
The Questions Teams Ask About AI and Their Data
Straight answers to what founders, CTOs and security teams ask before they let AI near their code.
Will our code train someone else's model?
We only use AI tools on business terms that exclude training on your code, and we list the tools used on your project so you can review them.
Can AI see our customer data?
No. Customer data stays in your accounts. Prompts never include production data, secrets or credentials.
Can AI-written code be trusted?
Not on its own. Every change is reviewed by a senior engineer and has to pass your tests before it merges.
Will AI change our production systems?
No. Changes go through your pipeline with a human approval. AI can propose a change; it can't deploy one.
Where AI Speeds Up the Work
In both services, AI takes the repetitive first pass so senior engineers spend their time on decisions.
AI-augmented development
- Scoping: turning a brief into features and open questions, which is how estimates arrive within 24 hours.
- Code review: a first pass on every pull request, looking for bugs and risky patterns.
- Tests: drafting unit tests for new code, which an engineer then checks.
- Documentation: keeping READMEs and handover docs current as the code changes.
AI-augmented CloudOps
- Infrastructure scans: misconfigurations, open ports and public storage flagged early.
- Cost checks: idle and oversized resources surfaced for the monthly review.
- Infrastructure as code: a first pass on Terraform and pipeline changes before review.
- Incident notes: timelines drafted from logs, for an engineer to confirm and act on.
What AI Does and What Engineers Do
AI drafts and flags. Engineers decide, approve and ship.
| Task | AI's part | Engineer's part |
|---|---|---|
| Scoping | Drafts features and open questions | Sets the scope, price and timeline |
| Code review | Flags bugs and risky patterns | Reviews and approves every change |
| Testing | Drafts unit tests | Checks coverage and edge cases |
| Infrastructure | Scans for misconfigurations and waste | Decides on and applies the fix |
| Production | No access | Approves every deploy |
The Guardrails We Keep on Every Project
Speed only matters if you stay in control of your code, your data and your cloud.
Human review on every change
Nothing merges without a senior engineer's approval.
No secrets or customer data in prompts
Keys, credentials and production data never go into AI tools.
Approved tools only
A short list of vetted tools, written down for each project.
Least-privilege access
Access to your cloud is scoped, logged and revocable at any time.
Everything in your accounts
Code, pipelines and infrastructure live in accounts you own.
Opt out anytime
If your policy rules out AI tools, we work without them on your project.
A short list of vetted tools for coding, review and scanning. The list for your project is written down at the start and shared with you.
It is held to the same bar as any other code: senior review, tests and dependency scanning before it merges.
It makes some work faster, like scoping, reviews and tests. We don't promise a percentage: the scope and price you get in writing are what you pay.
Yes. If your security policy rules out AI tools, we work without them.
Our guardrails, like access control, review and logging, support the controls auditors look for. We prepare the infrastructure and documentation; an accredited auditor certifies it.
Where This Shows Up
Tell Us Where Your Product Is. You'll Hear Back in 24 Hours.
- Fixed scope
- You own everything
- NDA on request