How an audit reads
Every rescue starts with a twelve-domain audit like the sample above. You get scores, a prioritised risk register and a fixed-price remediation proposal within five working days.
Turn AI-built prototypes and manual workflows into reliable production systems.
Shreesoftic is a senior engineering studio. We rescue applications built with AI tools, automate the workflows that eat your team's week, and add AI to software you already run, with tests, monitoring and a number you can measure.
Working with founders and agencies worldwide, mostly in the UK, US and India, since 2020.
Production Readiness Audit
Sample audit, illustrative. Not a client.
App: SaaS built with Lovable, Next.js and Supabase
| Domain | Score | Finding |
|---|---|---|
| ArchitectureBoundaries clear; business logic duplicated in three routes | 6/10, warning | Boundaries clear; business logic duplicated in three routes |
| AuthenticationProvider-managed sessions; no revocation on password change | 7/10, pass | Provider-managed sessions; no revocation on password change |
| AuthorisationRow-level security disabled on 3 of 9 tables | 2/10, fail | Row-level security disabled on 3 of 9 tables |
| DataNo migrations; backups never restored | 4/10, warning | No migrations; backups never restored |
| SecurityService-role key present in client bundle | 3/10, fail | Service-role key present in client bundle |
| ReliabilityThird-party timeouts unhandled; retries not idempotent | 5/10, warning | Third-party timeouts unhandled; retries not idempotent |
| TestingNo automated tests; checkout untested | 1/10, fail | No automated tests; checkout untested |
| PerformanceTwo N+1 queries on the dashboard | 6/10, warning | Two N+1 queries on the dashboard |
| AI featuresNo evaluation set; no fallback when the model fails | 4/10, warning | No evaluation set; no fallback when the model fails |
| ObservabilityErrors not captured; AI cost not tracked | 2/10, fail | Errors not captured; AI cost not tracked |
| DeploymentManual deploys; no rollback | 5/10, warning | Manual deploys; no rollback |
| CostNo spend caps on model API | 5/10, warning | No spend caps on model API |
42 / 100. Not production-ready. Nine findings blocking launch, three advisory.
- Fixed prices, no hourly billing
- You own all code and accounts
- NDA on request, always
- Reply within one working day
- Overlap with UK and US hours
- Registered MSME (Udyam), India
Three situations we're built for
The demo works. Production doesn't.
Your app was built fast with AI. We make sure it won't break, leak data or lose money when real people use it.
You built most of your product with Lovable, Bolt, Cursor, Replit or v0. Now payments fail intermittently, users can see data they shouldn't, and every fix breaks something else.
Your team is the integration.
Your team copies information between tools by hand. We make the software do it, and a person only checks the exceptions.
Enquiries, orders, documents and tickets get copied between tools by hand, every day, by people you hired for other reasons.
Your product needs AI. Your roadmap can't wait.
You already have software. We add AI to it properly, so it helps customers instead of embarrassing you.
Customers expect search that understands them, documents that read themselves and support that resolves instead of deflects.
What we do
AI product rescue
Your app was built fast with AI. We make sure it won't break, leak data or lose money when real people use it.
For AI-built apps that have to work for real users. Starts with a two-day triage or a five-day audit, then a hardening sprint with a defined scope.
Risk register and first fixSample, illustrative Sample risk register with the first fix applied, illustrative ID Risk Severity Status R1 Row-level security disabled on 3 of 9 tables Blocking Fixed R2 Service-role key present in client bundle Blocking Fixed R3 No automated tests around checkout Blocking In sprint R4 Retries on payment webhook not idempotent Advisory In sprint R1: row-level security on invoices
-- migrations/0007_invoices_rls.sql-- RLS disabled: any signed-in user can read every invoicealter table invoices enable row level security;create policy "own invoices" on invoices for select using (auth.uid() = user_id);
Test added: user A requesting user B's invoice gets nothing back.
- Triage
- $349, two days.
- Audit
- $1,500, five days.
- Sprint
- from $2,500, one to five weeks.
Workflow automation
Your team copies information between tools by hand. We make the software do it, and a person only checks the exceptions.
One expensive manual workflow, measured before and after, automated with human approval where judgement matters.
From $4,000, two to four weeks.
AI integration
You already have software. We add AI to it properly, so it helps customers instead of embarrassing you.
Search, extraction, assistants, classification and retrieval inside the product you already run, shipped with evaluation and monitoring.
From $7,500, three to six weeks.
Managed AI engineering
After we fix or build it, we keep watching it every month so it stays fixed.
We own the reliability and improvement of what we put into production.
From $1,500 a month, three-month minimum.
Fixed prices, defined scope, no hourly surprises. Triage and audit fees are credited 50% against the sprint that follows, if you proceed within 30 days.
How every engagement runs
- 01
Baseline
We record the number we are trying to move before anything is built: hours per case, error rate, response time, failed payments.
- 02
Architecture
A senior engineer designs the system and the risks. Models help analyse; people decide.
- 03
Build
AI agents write a large share of the code, tests and documentation. Humans own the parts that can lose money or data.
- 04
Evaluate
Automated tests, and for AI features an evaluation set with pass thresholds, before anything reaches users.
- 05
Production
Deployed with monitoring, logging, cost tracking and a one-step rollback.
- 06
Measure
The baseline number, after. That number goes in the case study, whether or not it flatters us.
Compare your options
| Keep fixing it with AI yourself | A typical development agency | Shreesoftic | |
|---|---|---|---|
| Best when | It's a prototype, no real users or money yet | You want a large new build with a big team | Real users, money or data are arriving and it has to hold |
| Price model | Subscriptions, plus your time | Hourly or per developer per month | Fixed price per outcome; retainer if you want ongoing ownership |
| Time to first result | Immediate, but each fix can break something else | Weeks of discovery before work starts | Two days to a triage report; one to five weeks to production |
| When it goes wrong | You find out from users | Change orders and delays | Fixed scope, written not-included list, one accountable person |
Best when
- Keep fixing it with AI yourself
- It's a prototype, no real users or money yet
- A typical development agency
- You want a large new build with a big team
- Shreesoftic
- Real users, money or data are arriving and it has to hold
Price model
- Keep fixing it with AI yourself
- Subscriptions, plus your time
- A typical development agency
- Hourly or per developer per month
- Shreesoftic
- Fixed price per outcome; retainer if you want ongoing ownership
Time to first result
- Keep fixing it with AI yourself
- Immediate, but each fix can break something else
- A typical development agency
- Weeks of discovery before work starts
- Shreesoftic
- Two days to a triage report; one to five weeks to production
When it goes wrong
- Keep fixing it with AI yourself
- You find out from users
- A typical development agency
- Change orders and delays
- Shreesoftic
- Fixed scope, written not-included list, one accountable person
Our production standard
Nothing we build ships without these twelve things.
Show this list in
- A number we agree to move, written down before work starts
- A set of test questions that checks the AI gives right answers
- A person signs off anything that costs money or cannot be undone
- A record of what happened, so problems can be found quickly
- Spending is watched, with limits so a bill cannot run away
- A plan for what happens when something breaks
- Each person can only see the information they should
- Passwords and keys are never visible to visitors
- Automatic checks on payments, sign-up and customer data
- Any update can be undone quickly
- Every change to the AI is recorded and can be reversed
- One named person answers for it when it breaks
Work
Outcome case studies go up as clients approve them. Until then, a selection of earlier engineering work.
Food delivery application (Keatov)
Business website (Goodpix)
Native mobile application (AllFive)
From the founder
I'm Hiren Chheta. I've spent years building web and mobile products for clients in the UK, US and India, and in 2026 I rebuilt Shreesoftic around one question: what does your business still need after AI writes the code? Judgement, testing, and someone accountable when it breaks. That's what you get from us.
Our promises
Fixed price means fixed. Scope changes are quoted separately and agreed in writing before work starts. The price you sign is the price you pay.
You own everything: code, accounts, documentation, from day one.
We tell you when not to hire us. If the triage finds nothing blocking launch, we say so.
If the triage finds nothing that blocks launch, the triage is free.
Questions people ask before working with us
Can you quote before seeing the code?
No. Unknown AI-generated code is the reason estimates go wrong. A two-day triage gives you an indicative range; the five-day audit gives you a fixed quote. Half of either fee is credited back when you proceed.
Do you work hourly?
Only for emergencies. Everything else is fixed price with a defined scope and a deposit.
Will you rebuild my app from scratch?
Almost never. Rescue means keeping what works and fixing what doesn't. If a rebuild is the right answer, the audit says so, with reasons.
Which technologies?
Next.js and React, Node and TypeScript, Python, React Native and Flutter, PostgreSQL and Supabase, AWS, n8n and Make, and the major LLM APIs. The stack is evidence of capability, not the thing you are buying.
Where are you, and when are you available?
Surat, India. We keep overlap hours with UK and US time zones and reply within one working day.
Who does the work?
A founder-led senior team. You talk to the person who designs your system. QA, security, DevOps and design specialists join per engagement.
Who owns the code, and will you sign an NDA?
You own everything we produce. Yes.
Is my code safe with you?
Yes. Access is granted to named people only, revoked at handover, and covered by an NDA if you want one. We never train anything on your code and we don't reuse it.
What if you can't fix it?
Then the triage or audit says so, with the reasons and the honest alternative, and you've spent $349 or $1,500 instead of months. That happens; we'd rather tell you than sell you a sprint.
Tell us what's breaking, or what's slow.
We take on a limited number of engagements at a time and reply to every message, including the ones we're not the right fit for.