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AI Services · Build & strategy

AI Integration

AI is only useful where the work happens. We integrate models and AI features with the systems your team uses, so results appear in the tools people already open every day.

Illustration of AI IntegrationSystems and dataConnectors and APIsWorkflow wiringMonitoring
Focus
Connect AI to your CRM, help desk, data stores and internal tools.
Building blocks
REST and webhook APIs · Workflow engines · CRM and help-desk platforms · Message queues
Suits
Teams with mature tools who want AI inside them

Built around your business.

We integrate carefully: least-privilege access, clear logging and sensible fallbacks. If the AI service is down or unsure, the underlying process still works.

What we deliver.

  1. 01

    Systems and data mapping

    What data the AI needs, where it lives and who is allowed to see it.

  2. 02

    Connectors and APIs

    Secure integrations with CRMs, help desks, databases, storage and messaging tools.

  3. 03

    Workflow wiring

    Triggers, approvals and hand-offs so AI output flows into the next step automatically or for review.

  4. 04

    Monitoring and fallbacks

    Alerts, retries and manual paths for when a model or a connected system misbehaves.

Where it's used.

AI inside the CRM

Summaries, lead scoring and suggested replies appearing on the customer record.

Help-desk triage

Tagging, prioritizing and drafting replies for incoming tickets.

Document intake

Extracting fields from documents and writing them to the right system.

How we work.

  1. 01

    Discover

    We agree the problem, the data available and how success will be judged.

  2. 02

    Prove

    A small, testable version on your own data shows what works before larger spend.

  3. 03

    Build

    Production engineering: integrations, safeguards, review steps and monitoring.

  4. 04

    Improve

    We measure real usage, fix what falls short and keep quality and cost in check.

Best fit.

  • Teams with mature tools who want AI inside them
  • Operations groups drowning in manual data entry
  • Companies with several disconnected systems

Why Q3 Labs.

Senior people on the work
You work with the specialists doing the project, not a hand-off to a junior team.
Marketing and engineering together
Design, development, data and growth sit in one team, so a solution is built with adoption in mind.
Plain reporting, no lock-in
Clear progress reporting and no long-term contracts. You keep ownership of your assets and accounts.

Frequently asked questions

Talk to us about AI Integration.

Tell us what you're trying to achieve. We'll tell you how we'd approach it, and whether Q3 Labs is the right fit.

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