AI architecture
We map the real workflow, data flows, permissions, model and tool boundaries. Then we choose an integration and deployment approach that fits your operations and constraints.
OUTPUT / system map · design decisions · phased plan AI FOR REAL OPERATIONS
Find the cost.
Prove the fix.
We design, build and secure AI for real operations. We find where manual work and missed signals cost you, test an AI observer alongside your team, then engineer only what proves useful.
TERALITHIC / ENGINEERED INTELLIGENCE
OBSERVE FIRSTMEASURE REAL VALUECONTROL EVERY ACTION
OUR METHOD / START SMALL, EARN TRUST
One real process.
New intelligence, added carefully.
We keep your operation in place. We first attach a read-only AI observer, test its work against reality and expand its role only where the evidence supports it. The diagram below follows one fictional production order through every stage.
SHADOW PILOT / THE FIRST ENGAGEMENT
ORDER A-1842 · COMPOSITE EXAMPLESee the value before giving AI control.
THE CUSTOMER'S PROCESSIt stays in place at every step.
EXISTING FLOW TERALITHIC LAYERTHE TOP FLOW NEVER CHANGESCURRENT PROCESS / NO AI ACCESS
01 / CURRENT STATE
A decision waits for scattered facts.
An operator compares the order, machine event and instruction before release. The check takes time, and a missed signal can cause rework.
WHAT CHANGES
Nothing yet. We map the real handoff, its owner and the current cost.
WHAT WE LEARN
How often the check happens, how long it takes and where mistakes or delays start.
WHO DECIDES
Your team makes every operational decision.
What this means technically +
We map the actual systems and permissions, define a baseline and choose a measurable decision. The diagram is a fictional example, not a client system.
THE FIRST OFFER: SHADOW PILOT
Discuss a workflow ↗One workflow, a defined test, a written evaluation and a go / improve / stop recommendation. Scope, schedule and price are agreed before access.
WHAT COMES AFTER?
The pilot can end there. If it proves useful, we can architect and engineer deeper integration, with security review at every increase in authority.
COST ALREADY INSIDE YOUR PROCESS / ILLUSTRATIVEHow much time are manual checks consuming?20 people · 20 checks a week · 12 minutes eachCURRENT ANNUAL TIME COST€134,400Adjust the assumptions ↘
OUR PRACTICE
Design. Build.
Keep control.
Shadow Pilot is a way to begin, not the limit of our work. We can enter at architecture, engineering or an independent security review — and take responsibility for how the parts fit together.
AI engineering
We build connected assistants around real tasks, test ordinary and difficult cases, and add traces, approvals, fallback and operational monitoring.
OUTPUT / working system · evaluation · runbookAI security audit
We inspect data exposure, prompt injection paths, identity and tool permissions, approval points, provider dependencies, logs and recovery — then retest the agreed fixes.
OUTPUT / evidence-linked findings · fix plan · retestTERALITHIC AI
Intelligence needs structure.
We are an emerging European team working across AI architecture, engineering and security. Our method connects models to the whole operating system around them: people, data, software, permissions, decisions and recovery. A project can start with a Shadow Pilot, an architecture design or an independent audit.
QUESTIONS
Before you begin.
Will AI change our production process during the pilot?+
No. The observer has no write permission. Any later ability to propose or execute actions requires a separate design and approval.
Where will our data go?+
We agree data flows, retention, provider access and deployment before connecting anything. Private, hybrid and hosted approaches depend on your requirements.
What if AI gets it wrong?+
We record misses and false alarms against real outcomes. A failed evaluation keeps authority limited and tells us whether to improve or stop.
What will it cost and how long will it take?+
That depends on the workflow, access and test cases. We send a written scope, schedule and price before the pilot starts.
START HERE
Bring us one
costly workflow.
Tell us what repeats or goes wrong, roughly how often, and which systems your team checks. We will discuss the boundary, success measure and a written pilot scope.
hello@teralithic.eu ↗CONVERSATION↗