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← Services/Prototype Hardening
For founders with an AI-built prototype

It works in the demo.
Let's make it production-ready.

I audit what your AI tool generated, fix the security and money-math, and rebuild only the parts that won’t scale.

Book a free hardening callReplies within one business day
Hardening Build Plan2–3 days · from $500
What gets checked:
Security & access controls✓
Money & data correctness✓
What will break under real users✓
Keep / fix / rebuild per part✓
Verdict + fixed quote→
Fee credited in full if we continue. No obligation.
Sound familiar?

AI prototypes fail in predictable places.

If any of these worry you, harden before you launch — not after the first incident.

“It works… mostly.”The happy path is fine; edge cases break in ways you can’t explain.
“Nobody checked security.”Logins, permissions and data access were never reviewed.
“The totals are slightly off.”Rounding and floating-point errors creep into money.
“I can’t change it safely.”Every prompt to the AI tool rewrites something else.
“It gets slow with real data.”Fine with 10 records, painful with 10,000.
“AI costs are climbing.”Every request calls a model, even when rules would do.
How it works

Four steps from stuck to shipped

STEP 1 · DAYS 1–3

Audit

Security, data, money-math and performance review of the generated code.

STEP 2 · THEN

Fix the dangerous parts

Access controls, exact-decimal money, validation.

STEP 3 · THEN

Rebuild what won’t scale

Only the parts that need it — keep what works.

STEP 4 · SHIP

Launch safely

Monitoring, tests on critical paths, launch support.

What you walk away with

Know exactly what’s safe to launch.

A part-by-part verdict on your prototype, with the fixes ranked by risk and a fixed quote.

✓ Security findings, ranked by risk✓ Money & data correctness report✓ Keep / fix / rebuild plan✓ Timeline and fixed quote✓ Everything in accounts you own
Hardening audit — [Your prototype]Sample format
Keep11
Fix5
Rebuild2
Admin routes have no role checkFix
Totals use floating pointFix
Every request calls the LLMRebuild
Quote to harden · 2–3 weeksFixed price
Honest verdictIf a rewrite beats a rescue — or a feature isn't worth building yet — you'll hear it in the plan, not after weeks of billing.
$500 credited backThe plan fee counts in full toward the build if you go ahead. No obligation if you don't.
You own everythingCode, accounts and IP stay yours. No lock-in to me or anyone else.
“

Sikandar was an absolute pleasure to work with. He is professional, experienced, and brought valuable insights to the development of my platform. He wasn't afraid to offer constructive feedback and push back when it would improve the project, including steering me away from spending more than necessary. After reviewing the data and pricing, it's clear he understood the challenges long before I did and genuinely cared about my budget. His expertise and collaborative approach made the process smooth and efficient. Highly recommended!

Bruno Peterle · Founder, nestper
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Prototype Hardening FAQ

Questions before we start

Code from any AI builder or assistant — the audit looks at the code, not the tool that wrote it.

No. Keep what works, fix what’s risky, rebuild only what won’t scale.

Often. A rules-first, AI-second design cut one client’s running cost by roughly 75%.

Yes — all code and IP transfer to you on final payment.