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TechTek Labs

Engineering work from real TechTek engagements — documented and shared.

Method Architecture Industry Solution Live Solution

Method

Delivery process & engineering discipline

Architecture

Reusable technical reference pattern

Industry Solution

Business problem in a specific sector

Live Solution

Shipped software you can try right now

Method Startup → Scaleup

The Vertical Slice Engine

Goal

Prove the entire architecture — UI to database — in the first ten days, before any further commitment is made.

Roadblock

Teams building three disconnected layers for ten weeks before discovering a Kill Risk that invalidates everything.

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Method Startup → Scaleup

Outcome-Based Estimation

Goal

Decouple engineering fees from hours billed and attach them to Verified Outcomes — functional assets that pass an automated acceptance gate.

Roadblock

Hour-based billing in an AI-native environment charges for code generation speed — a number falling every quarter as models improve.

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Architecture Cross-Industry

The Federated Data Nexus

Goal

Pull data from fragmented, incompatible source systems into one unified, real-time view — without centralising records or the compliance cost of a persistent data warehouse.

Roadblock

Ten source systems. Five formats. Legacy protocols, proprietary schemas — each needing its own custom adapter, each breaking when a vendor upgrades.

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HealthTech Industry Solution

AI Receptionist for HealthTech

Goal

Automate up to 70% of front-desk patient interactions (booking, repeat prescriptions, triage) without clinical staff handling routine enquiries.

Roadblock

Fragmented EMR integration, HIPAA/GDPR compliance requirements, and LLM hallucination risk in clinical context make generic chatbots a liability.

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Live Solution AI · RAG

ContentAI

What it does

High-concurrency RAG system that generates brand-consistent LinkedIn posts, blog drafts, and email sequences from a brief.

The hard part

Token budget management at concurrency — building a two-stage retrieval pipeline that stays within context limits without losing tonal fidelity.

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Architecture Startup → Scaleup

The Production Deployment Blueprint

Goal

Assemble the minimum infrastructure layer a fast-built app needs to safely serve real users, across application, deployment, infrastructure, observability, and data.

Roadblock

Most production-readiness guidance is either too abstract to act on, or too heavy for a team that just needs to ship safely.

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Architecture Startup → Scaleup

Event-Driven Platform on AWS

Goal

Decouple growing services and handle high event volumes without the operational overhead of managing it all by hand.

Roadblock

Services built to call each other directly start holding each other hostage as the system grows: one slow service degrades everything downstream.

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Architecture Startup → Scaleup

The AI Agent Platform

Goal

The reusable foundation for an AI agent that can act safely, not just chat convincingly: grounded execution, bounded scope, human escalation, audit logging.

Roadblock

Generalist agents get less reliable as scope grows, not more, and most teams default to a multi-agent design before checking if the task even needs one.

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