Ship Production-Grade AI That Compounds Margin & Defensibility.
Boards and customers demand AI capability—but brittle ChatGPT wrappers leak data, hallucinate, and destroy gross margins. We architect secure RAG pipelines, agentic workflows, evaluation harnesses, and modern TypeScript/Python cloud stacks with measurable ROI.
Prototype to Prod
2–4 Wks
With evals, guardrails & privacy boundaries
Data Training Leak
Zero
Enterprise zero-retention APIs & VPC options
Dev Velocity Lift
2x+
Governed AI-native SDLC workflows
- FAST STARTStart Within 48 Hours Under Mutual NDA
- EQUITY0% Equity Taken · 100% Your Code & IP
- CLOUD BILLS25%–45% Saved on AWS, Google Cloud, Azure & AI
- INVESTORSSeed, Series A & M&A Tech Checklists Handled
- SECURITYSOC 2 · ISO 27001 · Cyber Essentials · GDPR · HIPAA
- UPGRADESModernize Old Software & Spreadsheets With 0 Downtime
- PRIVATE AI100% Private Company AI That Saves 15+ Staff Hrs/Wk
- PROVEN20+ Years · 15+ SaaS Products Built · US & UK Hours
Tailored for High-Velocity Startups & Established Operators
Technical bottlenecks look different at a 12-person Seed startup in London or New York than at a profitable 20-year operating business modernizing its core workflows. We structure every engagement around your commercial stage.
US & UK Startups (1–30 Employees)
AI-first startups building defensible vertical workflows and SaaS startups embedding high-trust copilot, search, or autonomous agent features into their core product.
Established UK & US Businesses Making the Tech Shift
Established service, legal, finance, healthcare, and operational businesses automating document processing, quoting, customer support, and internal knowledge retrieval securely.
4 Signals You Need Immediate CTO Intervention
- Competitors are launching AI capabilities while your roadmap is stuck in prototype demos
- Enterprise buyers block your AI features over data privacy, hallucination risk, or GDPR/SOC 2 concerns
- Engineers want to adopt trendy frameworks without clear evaluation metrics or ROI justification
- You want to multiply your engineering team’s own shipping speed 2x–3x with governed AI coding workflows
Core Stacks, Cloud & Standards Audited
- OpenAI, Anthropic Claude, Google Gemini & Bedrock/Vertex
- Hybrid RAG, pgvector, Structured Outputs & Tool-Use Agents
- Automated LLM Evals, Guardrails & PII Redaction
- Modern Stack: Next.js, TypeScript, Python, FastAPI, Postgres
- UK/EU GDPR, HIPAA & Enterprise AI Security Governance
Concrete Deliverables & Timeline
Every engagement produces tangible engineering artifacts, executive clarity, and shipped improvements—never vague slideware.
- 01Phase 1Week 1
AI Opportunity, Data Readiness & ROI Triage
Separating high-margin operational and product AI wins from expensive science projects—scoring each use case by data quality, latency, compliance, and P&L impact.
- 02Phase 2Weeks 2–3
Production RAG, Agent & Model Routing Architecture
Designing retrieval pipelines (pgvector / hybrid search), structured outputs, tool-calling guardrails, multi-provider fallbacks (OpenAI, Anthropic, Gemini, open-weights), and zero-data-retention boundaries.
- 03Phase 3Weeks 3–4
Automated Evaluation Harnesses & Hallucination Guardrails
Golden-dataset eval suites measuring accuracy, grounding, latency, and cost before any prompt or model upgrade hits production customers.
- 04Phase 4Month 1+
AI-Native Engineering Velocity Rollout
Equipping your engineering team with governed AI-assisted development, automated PR review, and test generation without sacrificing code quality or IP security.
How GotYourTech Compares to Status Quo Alternatives
Dev agencies profit from longer hours and ground-up rewrites. Unassisted teams accumulate silent risk. Our incentives are 100% aligned with your P&L and valuation.
| Dimension | Without Senior CTO | Typical Agency / Junior Lead | GotYourTech Principal CTO |
|---|---|---|---|
| Production Readiness | Fragile prompt demos that fail on real customer edge cases | Hardcoded single-vendor wrapper with zero evals | Deterministic guardrails, golden eval suites & multi-model routing |
| Security & Compliance | Staff pasting sensitive company/client data into public AI tools | Overlooks PII redaction, tenant isolation & GDPR/SOC 2 | Zero-retention enterprise APIs, tenant-isolated vectors & audit logs |
| Stack Selection | Analysis paralysis across 50 weekly AI tools | Resume-driven hype frameworks that break in 6 months | Boring, durable infrastructure underneath cutting-edge capabilities |
AI & Modern Tech — Frequently Asked Questions
How do you ensure our proprietary or customer data is never used to train public AI models?
Should we fine-tune our own model, use RAG, or build agentic workflows?
Can you help an established non-tech company adopt AI safely across operations?
Explore Related CTO Advisory Pillars
Architecture Review & System Design
Principal-level software architecture reviews for US & UK startups (1–30) and growing SMBs. Eliminate bottlenecks, single points of failure, and tech debt.
Investor Prep & Technical Due Diligence
Pass Seed, Series A, and PE technical due diligence with confidence. Fractional CTO data-room prep, architecture defense, and investor pitch representation.
Cloud, Infra & AI Cost Optimization
Cut AWS, GCP, Azure, and LLM API bills by 25%–50% without sacrificing uptime. Fractional CTO FinOps audits and infrastructure restructuring for US/UK teams.
App Performance & Reliability Optimization
Fix slow load times, database bottlenecks, production crashes, and Core Web Vitals. Fractional CTO performance engineering for web, mobile, and SaaS.
Developer Hiring, Vetting & Engineering Management
Stop guessing whether your developers or agency are delivering. Fractional CTO technical hiring, code vetting, sprint governance, and optional delivery squads.
Legacy Tech Modernization & Digital Shift
Modernize aging software, ERPs, spreadsheets, and monoliths without disrupting daily operations. Fractional CTO digital transformation for UK & US businesses.
Scope Your AI & Modern Tech Engagement
Share your stage, region, and primary technical bottleneck—or skip straight to a live 30-minute strategy call with a Principal Fractional CTO.