Services
Production AI Systems Engineering
Most enterprise AI stalls in the lab and never earns a dollar. We get it into daily operation and keep it there, on the systems you already run.
- 25 yrsEngineering production software
- 15 yrsBuilding production data platforms
- 10 yrsDeploying AI/ML in production
- 1,000+Production systems since 2001
The problem we own
Most enterprise AI never makes it past the demo.
Why they fail: they were built to win the demo. Then real data, real systems and real users showed up, and they broke. Or nobody trusted them enough to depend on them.
The model what the demo shows
20%
Where the demo ends
The engineering around it where pilots live or die
80%
A working model is a fifth of what production AI takes. The rest sits below the demo line, invisible until something breaks at 3am.
- Integrationwith the systems you already run
- Data qualityready for AI workloads
- Governancedesigned in from day one
- Observabilitymonitored from day one
That 80% is exactly what we engineer.
The assess phase
Production AI is a 10-dimension system. We score all ten before a single line ships.
You get a Production Readiness Score, an engineering roadmap, and a go or no-go in two to three weeks. The engineers who score you are the ones who’d do the build.
Security
RBAC · prompt injection defense · output guardrails · audit trails
Governance
Decision traces · model versioning · human oversight · compliance docs
Cost Management
Token economics · real-time monitoring · budget caps · model tiering
Performance
Latency SLAs · failover · graceful degradation · load tested
Observability
Structured logs · traces · drift detection · quality metrics
Data Management
Quality gates · freshness · PII handling · lineage · retention
Integration
Enterprise APIs · service auth · retries · circuit breakers
MLOps / LLMOps
Prompt versioning · evals · staged rollout · rollback
Business Continuity
Multi-model · DR plan · runbooks · vendor risk hedged
Org Readiness
Training · support model · feedback loops · ownership assigned
Observability from day one
Production, under continuous watch
Every Tecknoworks deployment ships with monitoring from day one, with drift detection, SLA tracking and governance checks running continuously. This is what an ordinary day looks like inside a production AI system we operate.
Operations log · live
All systems nominal
- Drift checkNightly model-drift scan complete — all metrics within tolerance.
- SLAP95 latency 340 ms against a 500 ms SLA. 99.98% uptime this quarter.
- GovernanceWeekly compliance report generated and delivered to the audit trail.
- Data qualityFreshness gates passed on all 14 inbound pipelines.
- OptimizationPrompt revision v2.14 promoted after staged rollout — accuracy +2.1%.
- IncidentVendor API degradation absorbed by failover — zero user impact.
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
01 · Build & operate
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.
02 · No lock-in
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.
03 · Proof
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.
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.