Take Your AI From Brittle Prototype to Deterministic, Scalable Production.
Stop wrestling with hallucinations, runaway token bills, and fragile prompt chains. In two weeks, get an end-to-end architectural evaluation, deterministic guardrail design, and a concrete production roadmap—led by an experienced CTO and Certified Cloud Architect.
Direct call with Principal Architect • No sales reps • 3 slots available per month
Trusted by innovative teams & enterprises
The Prototype Trap: Why 85% of AI Features Never Truly Stabilize
Failure Mode 01
The Hallucination Liability
A prompt that works 92% of the time fails 8 of every 100 customer interactions. Without structured verification layers, your brand carries the risk.
Failure Mode 02
The 'Black Box' Token Bill
Chained LLM calls without aggressive caching, prompt distillation, and model routing create non-linear cloud and inference cost spikes.
Failure Mode 03
Architecture Mismatch
Bolting an LLM API onto an existing monolith without async streaming, schema enforcement, or deterministic retries degrades end-user latency.
Failure Mode 04
Engineering Drain
Your senior engineers are burning sprint cycles debugging edge-case prompts rather than building core product value.
The 2-Week AI Readiness & Architecture Sprint
A structured, fixed-scope engineering deep dive into your AI stack.
Week 1
Deep Diagnostic & Telemetry Audit
- Pipeline & Latency Profiling — token flows, latency, serialization overhead
- Cost & Unit Economics Audit — token efficiency, SLM vs. frontier routing, caching
- Security, Privacy & Data Isolation — prompt injection vectors, compliance posture, PII handling
Week 2
Engineering Hardening & Production Blueprint
- Deterministic Schema & Guardrail Architecture — Pydantic/JSON schema validation, strict fallback logic
- Cloud & Runtime Optimization — containerization, queue isolation, async execution
- The Production Blueprint — RFC/PRD-grade technical backlog for immediate engineering execution
- Executive & Team Briefing — 90-minute live walkthrough and technical Q&A
Customer Case Studies & Use Cases
How we transform fragile prompts and brittle prototypes into deterministic, cloud-native enterprise systems.
Conversion of AI poc app to production
Implemented a process to convert subject matter experts conversations with AI into working production deployed applications.
Key Impact
Applications produced within a short period 5 - 10 days for user testing and deployment.
Autonomous Document Extraction Pipeline
Created a fast, efficient and low cost data extraction pipeline using small language models instead of OCR.
Key Impact
Attained speeds of around 8 pages per second with average 97 % accuracy rate on hard clause and even higher …
Transparent, Fixed-Scope Engagements
Standard
Architectural Audit & Blueprint
2-Week Sprint (Async + 2 Working Sessions)
$5,500 range $4,500 – $6,500
Best for: Seed/Series A startups or mid-market firms with an existing AI feature needing stabilization.
- Full diagnostic of your AI pipeline
- Schema & guardrail design
- Cost / latency profile
- Complete RFC execution spec
Featured
Blueprint + Implementation Proof
3-Week Sprint (Audit + Reference PR)
$11,500 range $9,500 – $12,500
Best for: Teams needing verified, working code examples and guardrail scaffolding merged into their repo.
- Everything in Tier 1
- Tested, containerized reference pipeline
- Reference PR demonstrating exact integration patterns
Have an AI feature that needs to be bulletproof for production?
Schedule a 25-minute technical discovery call. We'll review your current tech stack, walk through your pipeline bottlenecks, and verify if the Architecture Sprint is the right fit.