Teams drown in manual data processing
Expensive staff waste hours on repetitive handoffs and manual data synthesis.
Deep architectural integration of secure, multi-agent workflows directly into your CRM/ERP.
High-Ticket AI Consulting & Engineering
Move past simple ChatGPT wrappers and vibe-coded prototypes.
Topiax delivers deep architectural integration, production risk mitigation, and aggressive security audits for businesses relying on AI. We define one problem, build the controls around it, and leave your team with evidence it works.
Fixed scope · Senior technical delivery · Clear handover · No generic “AI transformation” engagements
topiax / workflow trace
INPUTCustomer asks about a policy exception
RETRIEVALEvidence quality below threshold
CONTROLEscalate for human review
EVALUATIONExpected action verified
Release decision: safe to ship with a controlled fallback.
Start with the failure, not the tool.
Which operational risk are you trying to mitigate?
Custom AI Integration & Agentic Architecture
Moving businesses past simple ChatGPT wrappers by bolting secure, multi-agent frameworks directly into proprietary databases and workflows.
Explore Custom AI IntegrationAI Reliability & Production Guardrails
A rescue service for companies that built an AI agent but are terrified to deploy it because it hallucinates, loops, or acts unpredictably.
Explore AI Reliability'Vibe Code' AI Security Audit
A fast, aggressive security audit targeting codebases written by non-technical founders using tools like Cursor, Bolt, or Claude Code.
Explore the Security AuditThe cost of “mostly works”
The expensive failures happen between tools, teams, and edge cases.
AI agents fail in real-world edge cases
Features stall in beta because leadership fears hallucinations or reputational damage.
Strict evaluations, guardrails, traces, retries, and explicit human-in-the-loop controls.
Vibe-coded apps leak credentials and data
AI-generated code ships fast but introduces silent OWASP vulnerabilities and exposed secrets.
Aggressive security audits targeting MCPs, row-level security, and open data paths.
Defined outcomes. No open-ended build theatre.
Choose the smallest intervention that solves the real problem.
Custom AI Integration
From $10,000
Wire secure agents and RAG into the systems your team already uses—CRM, ERP, databases, and internal workflows.
See Integration ScopeAI Reliability Guardrails
$4,500 audit + retainer
Rescue an AI feature stuck in beta. Add evaluations, guardrails, observability, and recovery.
See Reliability ScopeAI Security Audit
From $1,500
Find exposed secrets, weak auth, open databases, and other AI-generated risks before users or attackers do.
See Audit ScopeProof over promises
A system is not trustworthy because it looks impressive in a demo.
Topiax makes the operating layer visible: what enters the workflow, what rules decide, where confidence falls, which actions require approval, how failures recover, and how the team knows a change actually improved the result.
Explore the Proof LibraryArchitecture maps
Make the actual data, decision, integration, and failure paths visible.
Release evidence
Test representative behaviour before it reaches customers or operations.
Operational controls
Use deterministic rules, review queues, logs, alerts, retries, and fallbacks.
Production readiness
Is your AI system ready for real users—not just a strong demo?
Take the 10-minute AI Production Readiness Scorecard to identify gaps in evaluation, retrieval quality, tool calls, state, observability, human control, and rollback readiness.
Get the AI Production Readiness ScorecardReadiness scan
1Reliability
2Evaluation
3Observability
4Human control
A clear engagement before code changes hands
Diagnose the failure. Scope one intervention. Leave durable evidence.
01
Establish the business cost
Identify what is failing, the consequence, the decision-maker, the constraints, and the smallest milestone worth paying for.
02
Work in the real workflow
Inspect the actual process, integrations, data paths, decision points, and failure states—not a slide-deck version.
03
Build controls and proof
Implement the intervention and hand over the tests, traces, rules, operating guidance, and next priorities.
Bring the workflow that cannot stay fragile.
If there is a real operational or product risk, a decision-maker, and a defined first milestone, we will tell you whether a Topiax diagnostic or sprint is the right next move.
Book a 30-Minute Fit CallNot a fit for generic AI brainstorming, prompt-engineering courses, low-budget chatbot requests, or projects without an accountable owner.