Embedded engineering capacity
AI Delivery Squads
A dedicated team embedded in your organization, shipping production AI continuously inside your systems. The same senior engineers from the first sprint onward, with no rotation.
- 25 yrsEngineering production software
- 15 yrsBuilding production data platforms
- 10 yrsDeploying AI/ML in production
- 1,000+Production systems since 2001
What it changes
Consulting rotations reset your project every quarter. A squad compounds.
AI-augmented capacity without headcount. Every handover loses context, momentum and accountability. An embedded squad keeps all three: the engineers who shipped sprint one are still there at sprint fifty, inside your systems and your standards.
01
Continuity by design
The same senior engineers from the first sprint onward. No rotation, no re-onboarding.
02
Inside your systems
The squad works in your repos, your cloud and your tooling, shoulder to shoulder with your people.
03
Continuous shipping
Production AI ships every sprint. You watch it run instead of reading about it.
04
Knowledge that stays
Skills and patterns transfer to your teams as the squad works alongside them.
How a squad works
One squad, end-to-end ownership
One team builds it, ships it, and answers for it in production, inside your organization.
01
A Dedicated, Senior Team
Hand-picked engineers who stay with your system.
- Production AI, data and software engineers in one squad
- The same people from the first sprint onward, with no rotation
- Sized to your roadmap and resized when it changes
02
Embedded in Your Organization
Your repos, your cloud, your standups. The squad operates as your own team.
- Works inside your systems, standards and security perimeter
- Joins your planning, your reviews and your on-call
- Transfers knowledge to your engineers as it ships
03
Continuous Production Delivery
Shipping is the cadence.
- Production AI shipped sprint after sprint, under your SLAs
- Monitoring, incident response and optimization included
- Accountable for outcomes in production, not deliverables
Why Tecknoworks
We build your AI, run it, and answer for it.
- 25 yrsProduction software
- 15 yrsProduction data
- 10 yrsProduction AI
01 · Build & operate
We build it and we operate it
We design it, ship it, and stay to run it with service guarantees. The team that builds your AI is the team that keeps it running.
02 · No lock-in
No lock-in, no black box
We work on the platforms you already own (Azure, AWS, or on-prem) and choose the right tools for you. You keep control of everything we build.
03 · Proof
Proof in weeks, not years
Boards want results this quarter. We put a working system on your real data in weeks, and a result you can measure soon after.
A track record at the top
We’ve engineered and run 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.
Case Study
The Migration Their Team Now Owns
A 12-month manual migration off SQL Server, compressed to months with an AI-assisted workflow — and the client’s team owns the methodology.
Case Study
25+ Locations, One Commercial Platform
Data scattered across ERP, spreadsheets, and registries? See how a European B2B distributor unified 25+ locations on one commercial platform.
Case Study
From 56% to 94% Classification Accuracy
9.5 months, 5 engineers, .NET 9, and a 322-category taxonomy that holds in production — the 56% to 94% accuracy lift came from engineering.
Case Study
80% Less Manual Data Gathering: How a Global Mining Advisory Firm Freed Its Senior Analysts
A top-three management consultancy freed its senior mining analysts from manual data entry — two weeks from first line of code to production.
Case Study
66% Less Code, Zero to 99% Test Coverage in 5 Weeks
A leading maritime classification society was sitting on a compliance platform that had outgrown its original architecture.
Case Study
Beer & Data Analytics in Campaign Management
In the world of brewing, a beer giant has been tapping into something invigorating: the power of data analytics in campaign management.
AI Delivery Squad
Need ongoing capacity? Our engineers embed in your organization and ship production AI continuously. Not a consulting rotation. A dedicated team aligned to your vision mission, operating inside your systems.