TECKNOWORKS
Production AI
Production AI Systems Engineering

AI that survives production.

85% of AI initiatives never reach production. They demo well, then die on contact with real data, real users, and real operations. We build the 15% that work — and we stay to operate them.

10y
AI / ML Delivery
25y
Production Systems
10
Production AI Dimensions
24/7
Managed Operations
Where you start
Sound familiar?
Every AI journey starts somewhere. We meet you where you are — and route you to the right first step.
🧭
We need to do something with AI.
You have an executive mandate or competitive pressure to adopt AI, but no validated starting point. You don't want to waste a quarter on the wrong use case.
→ We start with Value Discovery
🎯
We have an AI use case.
You've identified the problem you want to solve. You want honest validation before you invest — and a partner who will tell you if a different starting point delivers faster ROI.
→ We go straight to Three-Lens Analysis
🔥
Our AI pilots stalled.
You've invested in AI but results never made it past the demo. You need to understand why — and whether what you built is salvageable or needs a rebuild.
→ We run a Pilot Autopsy
How we deliver
From first conversation to 24/7 operations.
Five phases. Five quality gates. No surprises — we don't move forward until each gate is passed.
🔍
Phase 01 · Assess
Three-Lens Analysis
1–2 weeks
Your use case is assessed simultaneously through three lenses: Production (will it survive real operations?), Technical (what does the architecture require?), and Business (does the ROI justify the investment?). This is what catches the things that kill 85% of AI pilots — before you spend the money.
You get: Production Readiness Score (0–100)
+ Gap analysis across 10 dimensions
+ Go / no-go recommendation
📐
Phase 02 · Scope (conditional)
Build Blueprint
2–3 weeks
For larger builds, we validate assumptions with running code before you commit to a fixed price. In the first week, we put a working prototype on your real data — not slides, not wireframes, code that solves your problem. Then we lock down architecture, scope, and a firm fixed price.
You get: Working prototype on your data
+ Validated target architecture
+ Firm fixed price, no scope creep
⚡
Phase 03 · Prove
Production Proof
6–8 weeks
Not a PoC. Not a demo. A working AI system running on your real data, integrated with your real enterprise systems. Security, governance, cost controls, performance, and observability are built in from the first line of code — not bolted on at the end.
You get: Production-grade system, real data
+ Measurable business outcomes
+ Embedded knowledge transfer
🚀
Phase 04 · Deploy
Production Deployment
3–6 months
Full-scale rollout across the organization. Staged load, security hardening, governance activation, user training, change management, and a defined support model (Tier 1/2/3) with SLAs. All 10 Production AI dimensions are fully addressed before go-live.
You get: System adopted at scale
+ Trained internal team
+ Complete knowledge transfer — no lock-in
🛡️
Phase 05 · Operate
Production Operations
Ongoing
Ongoing managed service: 24/7 monitoring, proactive incident response, drift detection, regular optimization cycles, security patching, and capacity planning. If it breaks at 2 a.m., our phone rings — not yours.
You get: 24/7 reliability with defined SLAs
+ Continuous improvement loop
+ Long-term production partner
How we work
Six principles. Every engagement.
These aren't slogans on a slide. They're the operating rules that make production AI actually work.
1
Embedded, not external
We work alongside your team — not from a black box. When we leave, your people can run, evolve, and extend the system.
2
Production mindset from Day 1
Every decision is filtered through one question: will this survive production? Security, cost, governance, observability — not afterthoughts.
3
Continuous knowledge transfer
Knowledge transfer happens every day — pair working, walkthroughs, runbooks. It's not a phase at the end you might run out of time for.
4
No surprises
You always know where we are, what's next, and what's at risk. We tell you before you wonder. Transparency by default.
5
Anticipate, don't react
We surface problems before they become crises. Risk reviews are weekly, not quarterly. We're always one step ahead.
6
Ritz-Carlton touches
We celebrate milestones. We personalize communication. "Here's what's ready for you" — not "here's what we did."
How we keep you safe
Five gates between you and production failure.
We don't move forward until each gate is passed. Delays beat failures.
01
Discovery → Three-Lens
Use cases prioritized, stakeholder alignment confirmed, value hypothesis explicit.
02
Three-Lens → Build / Proof
Production Readiness Score baselined, gaps accepted, scope agreed, ROI defensible.
03
Blueprint → Build
Scope baseline locked with your sign-off. Firm build price with stated assumptions — no surprises.
04
Production Proof → Deployment
System works on real data, integrations validated, your team can explain and operate it.
05
Deployment → Operations
All 10 Production AI dimensions addressed, SLAs defined, runbooks complete, your team can operate independently.
The rule: No phase transition without the gate passed. Delays are better than failures. We'd rather have a hard conversation now than a worse one in production.
How we work together
A rhythm you can count on.
"No surprises" isn't a slogan — it's a meeting cadence. Here's how we keep you informed without burying you in meetings.
Daily
Daily Standup
15 min
Sync, blockers, today's focus.
Weekly
Weekly Progress
30 min
Status, risks, decisions needed.
Biweekly
Technical Deep-Dive
60 min
Architecture decisions, integration progress.
Monthly
Executive Steering
60 min
Strategic alignment, value delivered.
Weekly · Internal
Production Risk Review
10-dimension scan
We surface risks early — before they hit you.
Ready to start?
Let's find your starting point.
A 60-minute conversation is enough to know whether we're a fit and which entry phase fits your situation. No slides, no pitch — just a candid look at where you are and what's possible.
Book a conversation → Visit tecknoworks.com
What happens after that call
1
We route you to the right entry phase — Value Discovery, Three-Lens, or Pilot Autopsy.
2
You receive a tailored proposal with scope, timeline, and a fixed price.
3
If it's not the right fit, we tell you. Honest answers beat sold answers.