AI PROTOTYPE → PRODUCTION
From AI-built prototype to production-ready software.
AI-assisted development can get you to a working application remarkably fast. Forward Reasoning adds the validation, release discipline and operational readiness required to turn that prototype into software you can confidently put in front of real users.
VIBE-TO-PRODUCTION
From working demo to release confidence
01
Baseline
Understand what actually exists.
02
Validate
Test critical user journeys and logic.
03
Harden
Address security and reliability risks.
05
Operate
Monitor, improve and release again.
04
Release
Create evidence for a human go/no-go.
OUTCOME
Production Ready →
WHEN TO BRING US IN
The app works. The questions start after that.
YOU HAVE A WORKING PROTOTYPE
Built with tools such as Cursor, Lovable, Replit, Claude Code, Codex or another AI-assisted workflow.
YOU’RE NOT SURE WHAT’S PRODUCTION READY
Testing, permissions, dependencies, business logic, deployment and ownership may not have been assessed systematically.
YOU WANT TO KEEP MOVING FAST
You need enough delivery discipline to release confidently without introducing enterprise-sized process.
THE VIBE-TO-PRODUCTION FRAMEWORK
Minimum process. Maximum confidence.
01 BASELINE
Clarify intent, requirements, architecture, workflows, ownership and risk.
02 VALIDATE
Test critical journeys, business logic, edge cases and regressions. Establish repeatable automated validation where it adds value.
03 HARDEN
Address security, access, dependencies, secrets, reliability and AI-agent controls where relevant.
04 RELEASE
Establish production evidence, approval criteria, deployment and rollback readiness, and a clear human go/no-go decision.
05 OPERATE
Monitor, support, manage change, evaluate reliability and release again.
Together, these stages form the Forward Reasoning Minimum Viable SDLC:
AI-native delivery discipline without enterprise-sized process.
THE BEST PLACE TO START
Know what stands between your prototype and production.
Our Production Readiness Assessment gives you an independent view of what is ready, what needs attention and what could block a confident release. We focus on the evidence that matters most, then turn the findings into a prioritized roadmap for what happens next.
PRODUCTION READINESS ASSESSMENT
01
Application Baseline
Architecture, workflows, dependencies and ownership.
02
Critical Journey Review
Core user flows, business logic and functional risk.
03
Agentic QA Assessment
Opportunities for Playwright, automated regression and AI-assisted testing.
04
Security, Access & Agent Controls
Permissions, authentication, secrets, data handling and agent/tool boundaries where applicable.
05
Release & Operational Readiness
Deployment, rollback, monitoring, support and ownership.
06
Prioritized Roadmap
What must be fixed, what can be accepted, what requires specialist review and what evidence supports release.
PRODUCTION READINESS SCORE
PROTOTYPE
PRODUCTION
READY
READY · PREPARE · NO-GO
QUALITY ENGINEERING
Test what matters;
then keep testing it.
Production confidence does not come from a single test pass. Forward Reasoning can establish repeatable automated validation around the workflows that matter most, combining Playwright automation, AI-assisted test design and human review.
Workflow Discovery
Understand critical user paths and reconstruct intended behaviour.
Automated Regression
Build repeatable Playwright coverage around the journeys that should never break.
AI-Assisted Failure Analysis
Use AI to accelerate investigation, prioritization and test improvement while keeping release decisions human-owned.
Engagement Model
01
ASSESS
Production Readiness Assessment.
02
REMEDIATE & PREPARE
Resolve prioritized gaps, establish automated QA and prepare the release process.
03
LAUNCH & OPERATE
Support launch, monitoring, documentation and ongoing release confidence.