Production AI, made understandable
Build AI your team can trust.
Topiax helps teams build, improve, and review AI systems that have to work in the real world.
One focused workflow. Clear boundaries. A handover your team can use.
Build
Put AI to work in a real workflow.
Turn one valuable process into a secure system your team can use and understand.
Harden
Make an AI feature safer to ship.
Find the failure paths, add the right controls, and make the release decision with evidence.
Review
Find what will break before users do.
Get a plain-English review of an AI-built product and a clear list of what to fix first.
Consequential workflows across
Ways to work together
Start with the problem in front of you.
Build a workflow, make an existing feature safer, or get a clear review before launch. Each engagement has one defined scope and a useful handover.
01
Custom AI Integration
Turn one costly workflow into a secure, operated AI system.
02
AI Reliability Guardrails
03
Ship with Confidence Review
01 · Build
We map the real operating loop, connect the right systems, and ship the smallest useful version with clear permissions and an explicit handover boundary.
Workflow and failure-mode map
Secure agent or RAG orchestration
CRM, ERP, and database handover
The operating standard
Possibility is useful. Control is operational.
A production system shows who it serves, what it can touch, when it must stop, and how every consequential decision can be understood.
Selected work
What the work looks like.
Read how we have approached AI, operations, and release risk in real projects.
How we work
A small process with a clear end.
We understand the workflow, build what matters, test the risky parts, and leave your team with something they can own.
- 01
Map the real workflow
We document the users, systems, permissions, failure modes, and evidence of done before changing the stack.
Operating map - 02
Build the smallest useful system
We focus the architecture on one valuable operating loop, with explicit boundaries around data and actions.
Working release - 03
Harden the failure paths
We add evaluation, fallback, observability, and human approval where the consequence of a bad answer is highest.
Release evidence - 04
Prove and hand over
You receive a tested release boundary, operating guidance, and a system your team can understand and own.
Owned system
A useful selection guide
Clarity about fit saves everyone time.
Strong fit
You have a valuable workflow and real consequences if AI gets it wrong.
The best engagements have an accountable owner, access to the current process, and a willingness to define measurable release criteria.
Not a fit
You need a vague innovation workshop or an unlimited list of AI features.
Topiax is deliberately narrow: one operating problem, an explicit technical boundary, and evidence that the delivered system works.
Questions, answered
Clarity before commitment.
The first conversation decides whether the problem, team, and delivery model fit—not whether you can be pushed into a sale.
Can you work with our existing product or engineering team?
Yes. Topiax can own a defined delivery milestone or work alongside your internal team. Roles, access, acceptance criteria, and handover are agreed before implementation starts.
Do we need a finished AI product before engaging you?
No. Custom AI Integration starts with a proven workflow and real operating data. AI Reliability Guardrails is better when a feature already exists, while the Ship with Confidence Review is designed for products approaching launch.
How do you reduce hallucinations and unpredictable agent behaviour?
We combine scoped retrieval, explicit tool permissions, evaluation sets, deterministic checks, fallbacks, tracing, and human approval gates. The exact control depends on the consequence of failure in your workflow.
What happens after the first call?
If there is a fit, you receive a written scope covering the problem, delivery boundary, timeline, price, dependencies, and evidence of done. You can make a clear go or no-go decision without entering an open-ended retainer.