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AI Models and Agents

Your AI is fragmented, ungoverned, and out of control. That's not an AI problem — it's an operations problem

Train your AI agents to learn and transform your business processes governed by You.

How do you transform your operating model to reduce AI spent, risk, improve governance and accelerate AI adoption. With a single platform TraphicLights you can:

  • Connect AI models relevant to your organization
  • Create & Manage AI agents across multiple platforms
  • Monitor AI activity
  • Track ownership and accountability
  • Manage permissions and access
  • Maintain audit trails
  • Monitor AI-related costs
  • Establish governance policies

The problem isn't the AI
It's the operating model being...

Fragmented
Every AI runs in isolation.

No shared context. No coordination. No compounding value.
Each tool runs its own world and none of them know the others

Ungoverned
No control over what AI says or does.

Without audit trails or visibility into your AI’s actions, you lack accountability and the ability to troubleshoot when failures occur.

Uncontrolled
Any employee can access anything.

Financial data, customer records, strategic plans — with no access control, any employee can ask the AI anything, anytime.

Noise, not intelligence
Your AI tools contradict each other.

Without a coordination layer, they duplicate work and leave your team managing the gaps instead of moving faster.

Organizations are connecting AI to tools, when what they need is to connect AI to their Operations.

What organizations do today
Fragmented tools. No coordination.
  • Claude → Salesforce (separately)
  • ChatGPT → Website (separately)
  • AI Tool → WhatsApp (separately)
  • No governance. No control.
What Traphiclights do today
One Platform. All agents, all systems.
  • One platform — all systems, all agents
  • Agents with roles, rules, and knowledge
  • Governed access by department and user
  • AI that knows your business.

Traphiclights, the platform that delivers speed, ownership, and simplicity — from day one.

TIME TO FIRST AGENT
<10mins
Time to first agent
No developer required. Name it, assign a role, and your first agent is live in minutes.
DATA OWNERSHIP
100%
Data ownership
Your data stays yours. Not anonymized. Not aggregated. Not used to train any model.
ONE PLATFORM
1
Platform
One platform to build, train, and orchestrate every agent your business needs.
NO CODE
0
Lines of code required
Business teams build and deploy agents from Agent Studio. No engineering team needed.
The Solution

Every AI model - Every agent - One platform.
Full control.

One platform to build, train, and connect AI models and agents to the tools your business already runs on — without needing a development team to hold it together.

Your stack

Shopify · Salesforce · BC

Existing tools

TraphicLights

Agent orchestration platform

Agents

Isolated sandboxes · pluggable LLM

Knowledge

Per-agent vector store · RAG

Pipelines

Chaining · routing · async execution

Response

Coordinated · on platform

Business outcome

Your tools are already there.
TraphicLights makes them work as a team.

AI Agents

Named agents with a foundation model, a role, and system prompt rules.

Knowledge Bases

Segmented KBs — each agent reads only what it's been assigned.

Integrations

MCP servers, APIs, WhatsApp, Outlook, email SMTP and more.

Guardrails

Pre-built and custom rules baked into every agent at creation.

Access Control

Departments and individuals governed from the top down.

One Product — Built to Manage Across Different Teams.

Here’s some examples of how Traphiclights can transform your business processes.

Traphiclights Service AI Team Agent

Resolve faster - Every time

Your agent knows the customer, the machine, and the rules before the conversation starts.

Customer context auto-loaded
Knowledge base scoped by product
Guardrails that redirect off-topic queries
Traphiclights Sales Team AI Agent

Close with context - Never start from scratch

Deal history, product fit, and next best actions — right when your rep needs them.

CRM-connected deal and contact context
Product recommendations by customer profile
Pipeline stage-aware prompts
Traphiclights Finance Team AI Agent

Answers that - hold up.

Policies, budgets, and approval chains — answered accurately, every time.

Budget queries with data references
Approval workflow awareness
Audit-ready responses with source citations
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AI operations, built for your entire organization.

Traphiclights gives your business one platform to connect, manage, and govern all
your AI — with full visibility, cost tracking, and accountability from day one.

Client Spotlight: Real business – Real agents – Real results.

OurTaap Logo

AI-Driven Support

Delivering Better Results

OurTaap needed AI that actually understood their products — not a generic assistant. With TraphicLights, they deployed a connected support agent trained on their catalogue, policies, and order system.

Data results from OurTaap

100%

First-contact resolution rate — no human escalation needed for routine queries

Zero

Lines of code written by the support team to deploy and maintain their agent

Auto

Ticket routing, order lookups, and policy lookups — all handled automatically

Here's what it does.

Handles all incoming support tickets

From any channel — email, chat, or WhatsApp

Checks order status in inventory system

Real-time lookups — no human input needed

Looks up policies from the knowledge base

Returns, refunds, FAQs — always accurate

Escalates complex cases to a human

With full context — no repeat explanations

Why not just connect your AI Platform to your integrations?
You're thinking...

...because a direct integration gives you a connection.
TraphicLights gives you a governed, intelligent, scalable AI operation.

The difference is the same as having a phone number for each department versus a company that answers, routes, and responds correctly every time.

Direct integration
TraphicLights

Agent roles

Same AI for everyone
Named agents, defined roles per use case

Knowledge scoping

Everything or nothing
Each agent reads its assigned KB only

Access control

Any user, any data
Dept + individual RBAC enforced by design

Guardrails

No safety layer
Custom rules per agent, every interaction

Audit trail

No accountability
Full logs + compliance reporting at scale

One platform to build, train, and connect AI agents to the tools your business already runs on without needing a development team to hold it together.

Read more insights about Traphiclights

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AI regulation is coming, but compliance isn't your biggest challenge.

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AI regulation is evolving, but visibility and governance are the real challenges. Learn why organizations need an AI operating model to manage AI securely, responsibly, and at scale.

Why cutting jobs before embedding and governing AI is a costly mistake

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AI transformation requires more than technology. Learn why governance, business strategy, process redesign, and organizational readiness should come before workforce changes.

Why Enterprise Architecture Must Evolve for the AI Era

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AI Is a Business and Governance Issue Before It Is a Technology Issue

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Frequently asked questions.

Traphiclights is an AI operations platform that gives businesses the ability to design, deploy, and govern AI agents — connected to their systems, their people, and their data. Rather than managing a collection of disconnected AI tools, TraphicLights brings everything into one governed platform so teams can run AI as a real business operation.

No engineering required. TraphicLights is built for business teams — service, sales, finance — not just developers. Agents can be built and deployed in minutes through the platform, and employees interact with them through a simple interface where they only see the agents they're authorised to use.

Your data is yours — Traphiclights doesn't knowingly uses it to train AI models. Beyond that, governance is built into the platform by design, not added as an afterthought. Each agent is scoped to its own knowledge base, so a Service Agent reads service documentation and nothing else — the Sales KB is completely invisible to it. Access is controlled at the department and individual level via role-based access control (RBAC), with custom guardrails enforced on every interaction and a full audit trail available at Scale tier.

Yes. Traphiclights connects to your existing stack — Salesforce, WhatsApp, Outlook, and more — via a pre-built MCP library. Higher-tier plans support custom MCP builds for proprietary tools. The platform is model-agnostic, meaning you're not locked into a single AI provider.

Getting started is straightforward — the TraphicLights team personally reaches out to set up your account and get your first agent live. From there, you can start a free trial with no commitment required. For larger or more complex deployments — including custom setups, enterprise configurations, or white-label arrangements — you can talk directly to the team or book a deeper technical walkthrough at traphiclights.ai.