Better decisions
Complex data streams become clear enough to act on, at the moment the decision gets made.
25 yrsEngineering production software
15 yrsBuilding production data platforms
10 yrsDeploying AI/ML in production
1,000+Production systems since 2001
What it changes
Every day your data generates opportunities. Most of them expire unseen.
Data silos, unmanaged pipelines and report sprawl keep insight away from the people who need it. We meet you wherever you are in that journey and engineer a platform your teams rely on daily.
Operational efficiency
Streamlined processing and integrated sources that scale with growth.
Real-time analytics
Analytics in your teams' hands as things happen, so strategy changes at the speed the business does.
New revenue streams
Insight that surfaces products, pricing and utilisation you couldn't see before.
What we build
Data foundations engineered for production AI
Three offerings, one standard. Data your AI can act on and your auditors can follow.
01
Production Data Platform Migration
Modern cloud foundations without the multi-year migration slog.
Migrate legacy databases, ETL pipelines and data warehouses to modern cloud
AI-assisted migration, 60 to 80% faster than manual
Production-grade data governance
02
Production Data Quality Engineering
Because data is what most production AI fails on.
Find and fix the data quality issues that stop AI reaching production
Continuous data quality monitoring in production
Data validation frameworks for AI inputs
03
Production Data Governance for AI
Compliance and lineage engineered in, not audited in later.
Regulatory compliance frameworks: HIPAA, FDA, GDPR
Data lineage and audit trails for production AI
Privacy-preserving data engineering
Microsoft Solution Partner
A leading Data & AI partner on the platform you already own
Azure, Microsoft Fabric and AI services, cloud or on-premise, built on Microsoft's Well-Architected Framework.
Data & AI Azure data services end-to-end, from engineering and warehousing through real-time analytics.
Digital & App Innovation Cloud applications built to the same production standard as our data platforms.
certified GDPR, HIPAA, SOC 2 and PCI DSS aligned delivery, with compliance engineered in rather than audited afterwards.
How we work
We prove it works before you commit the big budget.
A working result in weeks. Each step earns the next.
Assess
We score how ready your data and systems really are, and where the risk is hiding.
Prove
A working version running on your real data, so you see the value before the big spend.
Deploy
Into production: integrated, governed, monitored, and operated.
Operate & scale
We run it, keep improving it, and grow it across the business with you.
If the assessment shows your data can't carry it yet, we say so, and you'll have spent very little to find out.
Why Tecknoworks
We build your AI, run it, and answer for it.
25 yrsProduction software
15 yrsProduction data
10 yrsProduction AI
We build and operate, not just advise
We design it, ship it, and stay to run it under production SLAs with 24/7 monitoring. The team that builds your AI is the team that keeps it running.
No lock-in, no black box
We engineer on the platforms you already own, whether that's Azure, AWS or on-premise, and pick the tools that fit your estate. You keep control of everything we build.
Working systems in weeks
Boards want results this quarter. We put a working system on your real data within weeks, and a measurable result soon after.
A track record at the top
For over twenty years we've engineered and operated production systems for one of the world's leading strategy consultancies. The firm that transforms everyone else trusted us to build and run theirs.
Drive growthNew products, faster decisions and better customer experiences.
Reduce riskTrusted data, explainable AI and production-grade controls.
Lower costAutomated workflows, modern platforms and less manual effort.
Client success stories
From pilot to production
We engineer the systems around the model: integration, data quality, governance, observability, so AI keeps working after launch day.
Market Intelligence
Case StudyJuly 22, 2026
25+ locations, one commercial platform
A European B2B distributor unified 25+ locations into one live commercial intelligence platform, with pricing, margin and demand in a single decision engine.
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Data Platforms
Case StudyJuly 16, 2026
A lakehouse that finally passed audit
We rebuilt the ingestion layer, added contract testing and lineage, and took data quality from best-effort to SLA-backed, in production, on Azure.
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Retail Operations
Case StudyJune 15, 2026
Forecasting that survived peak season
Demand forecasting integrated into replenishment, not reporting. It held through peak because the engineering around the model held.
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Governance
Case StudyJune 2, 2026
Model governance the regulator signed off
Approval workflows, versioned evaluations and human-in-the-loop controls, wired into the systems the business already used every day.
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Healthcare AI
Case StudyJune 24, 2026
Breath diagnostics, cleared for production
A clinical ML model moved out of the notebook and into daily use: validated pipelines, audit trails and monitoring the regulator could read.
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Managed AI Ops
Case StudyMay 20, 2026
Drift caught before the business felt it
Continuous evaluation and observability on live traffic, so regressions surface and roll back inside a day, not a quarter.
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