AI-built SaaS app rescue

Your SaaS app works. Is it ready for real users?

AI features can improve a product quickly, but weak permissions, retrieval, state, and release evidence make customer trust difficult to scale.

Scope the 48-hour review
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A useful AI feature with evidence behind the release decision · $1,000 to $1,500 · Human-led review · 48-hour turnaround

Representative AI app rescue brief

SaaS app rescue brief

Conditional go

Critical paths

03 exercised

03

Priority finding

A timeout can repeat a consequential action without a safe recovery boundary.

  1. 01Critical journey + code path traced
  2. 02Permissions + release controls challenged
  3. 03Rescue order + owner recorded
Representative preview · findings come from your product and agreed evidence

Direct answer

B2B SaaS · 48-hour Launch Readiness Review

What gets checked before release?

An independent review of an AI-built B2B SaaS app should connect targeted code and configuration inspection with AI-specific failure paths: tenant isolation, secret handling, prompt injection, data leakage, tool permissions, and release configuration.

01 · Review mapCritical journey

Launch gate

One named journey

  1. 01 · Identity + data access
  2. 02 · Action + confirmation

01 · Critical journey

/

Pressure-test the journey

One customer-facing AI path from login and data access through the most consequential action or answer.

In scope · 48 hours
02 · Review mapSystem boundaries

Launch gate

Where risk concentrates

  1. 01 · Authentication, roles, and tenant boundaries
  2. 02 · AI provider, retrieval, and tool integrations

02 · System boundaries

/

Trace the boundaries

Deployment settings, webhooks, logs, and billing paths

In scope · 48 hours
03 · Review mapEvidence required

Launch gate

What changes the call

  1. 01 · Customer data cannot cross tenants or environments
  2. 02 · Secrets and sensitive prompts do not leak through logs or errors

03 · Evidence required

/

Prove the controls

Tool actions and fallback states are testable and reversible

In scope · 48 hours

Important boundary

The review covers the agreed release surface. It is not a penetration test, compliance certification, or full product security audit.

Read the full 48-hour Launch Readiness Review scope

Questions

Before you start.

What does the review check for SaaS teams?

An independent review of an AI-built B2B SaaS app should connect targeted code and configuration inspection with AI-specific failure paths: tenant isolation, secret handling, prompt injection, data leakage, tool permissions, and release configuration. The output should tell the team what blocks launch and what can wait.

Can you rescue an AI-built prototype before launch?

Yes. The review identifies the bugs, architecture gaps, deployment issues, monitoring gaps, and edge cases that could block a trustworthy release. Implementation is separately scoped.

Does the review check authentication, permissions, and tenant isolation?

Yes. It checks identity, authorization, tenant boundaries, RLS where relevant, secrets, sensitive data exposure, API abuse, and prompt or context manipulation when AI behavior is in scope. It is a bounded readiness review, not a penetration test.

Will a human review the AI-generated code?

Yes. A senior engineer traces the relevant code and configuration, then validates behavior against evidence, including hidden logic defects, unsafe migrations, weak permissions, retry failures, and duplicate actions.

More answers
Do you check tests, CI/CD, staging, and rollback?

Yes. We inspect existing tests, pull-request checks, CI/CD, staging, monitoring, deployment, and rollback controls that affect the reviewed journey. We do not implement every gap in the review fee.

Can you review integrations, webhooks, payments, and background jobs?

Yes. APIs, webhooks, payments, CRM and automation workflows, document processing, agents, media pipelines, queues, retries, and recovery are checked when the critical journey depends on them.

Can you review an app built with Lovable, Replit, or similar tools?

Yes. The review is platform-agnostic and can inspect apps built with Lovable, Replit, Base44, Cursor, Claude Code, Codex, v0, Bolt, WordPress, or similar tools. Migration planning or implementation is separately scoped.

Will the review address technical debt and future handoff risk?

Yes, where it affects the reviewed journey. We check architecture, database design, reusable components, documentation, discoverability, platform lock-in, ownership, and the next developer's ability to make a safe change.

Can you review UX, mobile behavior, SEO, and conversion issues?

Yes, when they affect the launch journey. We check responsive behavior, loading, empty and error states, accessibility, SEO-critical surfaces, and launch-impacting product polish. A full redesign is outside scope.

What does the review cost?

48-hour Launch Readiness Review is $1,000 to $1,500 with a 48-hour turnaround. The final scope depends on the defined workflow, system access, evidence required, and agreed handover.

What evidence should we require before launch?

Customer data cannot cross tenants or environments Secrets and sensitive prompts do not leak through logs or errors Tool actions and fallback states are testable and reversible The engagement should end with an explicit handover and a clear list of remaining risks, not a general claim that the AI is safe.

What is outside the review scope?

The review covers the agreed release surface. It is not a penetration test, compliance certification, or full product security audit.

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