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Aatvi AI
Aatvi AISoftware engineering

From AI prototypes to legacy systems, software needs sound engineering.

Aatvi helps teams rescue AI-built software, modernize legacy systems, and deliver dependable applications.

Rescue, build and modernize.

Start with the work your application needs. Bring an AI-built prototype, an existing product or a legacy system that needs a careful path forward.

AI Code Rescue

Review AI-generated code, investigate unreliable behavior and plan the fixes. Begin with a scoped audit; agree implementation as a separate engagement.

Explore the audit and remediation process

AI Software Development Services

Build and extend applications, integrations and AI features with tests, deployment and handover in scope.

Software Modernization

Decouple monolithic cores, establish operational data layers, and modernize legacy enterprise systems through phased migrations designed to minimize operational disruption.

Understand the system. Then decide what to change.

  1. Repository & flows

    Agree the scope

    Start with your application, the problem and the constraints. Agree access, deliverables, price and schedule before work begins.

  2. Diagnostic review

    Review and prioritize

    Trace the agreed flows, investigate the risks and document the evidence. Review the findings together.

  3. Remediation plan

    Take the next useful step

    Use the plan with your own team or scope an implementation with us. Agree acceptance checks and handover for that work.

Diagnostic inspection session — illustrative finding
Diagnostic Report

Diagnostic sweep summary

Target: app/api/** (route handlers across auth, billing, webhooks)

Auditing tenant isolation, webhook idempotency, connection pooling, and schema validation...

CRITICAL: Cross-tenant data access via service_role bypass in invoices route

-> Route parameter trusted without workspace membership validation

HIGH: Stripe webhook handler lacks transactional idempotency gate
HIGH: Direct Postgres driver exhausts connection pool under serverless concurrency
MEDIUM: Request payloads cast with TypeScript as instead of runtime validation
4 launch blockers analyzed · Prioritized remediation plan compiledAction required: Remediation before production deployment

Illustrative findings from our published synthetic SaaS code teardown.

Start with evidence you can inspect.

Read the review checklist, explore an illustrative report and compare rescue with a rewrite. These guides explain our approach; they are not customer case studies.

Explore AI Code Rescue
Tenant Isolation & AST Inspection PipelineSystem Topology
Tenant Isolation & AST Inspection Pipeline ArchitectureArchitectural topology diagram illustrating isolated customer repo ingestion, AST semantic analysis, security rule validation, and structured remediation outputs.EPHEMERAL SANDBOX BOUNDARY · AIR-GAPPED TENANT RUNNERINGESTIONTarget Repositorygithub.com/app/src• Read-only access• Memory-only checkout• Zero cloud persistenceAST SEMANTIC PARSER1. Lexical Tokenizer2. Dependency Graph3. Control Flow TraceDETERMINISTIC EVALUATIONRLS & Auth IsolationVerify row-level tenancy & sessionsFlag server-side client bypassesAPI Keys & Secret LeaksAudit bundles for private credentialsPrevent LLM proxy rate exhaustionSchema & ValidationEnforce strict Zod/TypeScript checksFilter unvalidated AI output mutations
Illustrative pipeline model. Audit checks, AST rules, and remediation steps are agreed per repository scope.

Code Remediation

From prototype shortcut to hardened production.

AI coding assistants frequently skip authorization checks and race-condition safety. We audit, test, and repair the code so your team can ship with confidence.

app/api/workspaces/[id]/invoices/route.ts
Code Remediation
Before · Vulnerable AI PrototypeService-role client · RLS bypass risk
1 // app/api/workspaces/[id]/invoices/route.ts2 export async function GET(req: NextRequest, { params }: RouteContext) {3   const { id: workspaceId } = await params;4 5removed: -  // FLAW: Service-role key bypasses RLS and trusts route param6removed: -  const supabase = createClient(process.env.SUPABASE_URL!, process.env.SUPABASE_SERVICE_ROLE_KEY!);7removed: -  const { data: invoices } = await supabase.from("invoices").select("*")8removed: -    .eq("workspace_id", workspaceId);9   return NextResponse.json({ invoices });10 }
After · Aatvi Production RescueMembership verified · Scoped query
1 // app/api/workspaces/[id]/invoices/route.ts2 export async function GET(req: NextRequest, { params }: RouteContext) {3   const { id: workspaceId } = await params;4added: +  const supabase = createServerClient(req);5added: +  const { data: { user } } = await supabase.auth.getUser();6added: +  if (!user) return NextResponse.json({ error: "Unauthorized" }, { status: 401 });7added: +  // HARDENED: Verify membership in workspace before query8added: +  const { data: member } = await supabase.from("workspace_members")9added: +    .select("role").eq("workspace_id", workspaceId).eq("user_id", user.id).single();10added: +  if (!member) return NextResponse.json({ error: "Not Found" }, { status: 404 });11added: +  const { data: invoices } = await supabase.from("invoices").select("id, amount, status")12added: +    .eq("workspace_id", workspaceId);13   return NextResponse.json({ invoices });14 }

Illustrative synthetic finding from our published SaaS code teardown report.

Internal engineering project

Aatvi ERP: exploring connected operations

Aatvi ERP is one of our internal projects. It explores how finance, people and operational workflows can share useful context.

Cascade is the design concept behind it: trace how one business event could affect several departments, with people reviewing the next steps.

Illustrative Aatvi ERP dashboard concept
Illustrative interface with example data. This is internal project material, not a customer result or a generally available product.

Know who leads the work.

Aatvi is a new company. Our engineers bring experience from software projects for multinational companies, including legacy enterprise modernization.

Pooja Kumari

Pooja Kumari

Founder · Sales and client relationships

Pooja manages Aatvi and leads sales and client relationships, from understanding the initial problem to coordinating the engagement.

Niraj

Technical lead · Engineering

Niraj leads engineering at Aatvi, bringing over 16 years of software engineering experience, including legacy enterprise modernization for multinational companies.

What does your software need next?

Tell us what you have, what is getting in the way and what needs to change. We will discuss a useful first scope with you.