AI model integration
Connect suitable model APIs to existing products and workflows, with prompts, validation and clear fallback behaviour.
Pact / Expertise · AI integration · Automation · APIs
Useful AI starts with a business workflow.
Pact Integration helps teams identify repetitive tasks where AI and software automation can reduce manual work. The work may involve document extraction, business-data classification, support triage, CRM enrichment or approval-driven workflows—always with attention to accuracy and oversight.
What we can help with
From the right architecture to useful day-to-day software.
n8n and workflow orchestration
Coordinate triggers, APIs, approval steps, notifications and audit trails across systems.
Document and data processing
Structure information from forms, emails or documents for review and downstream business use.
Human-in-the-loop controls
Route sensitive decisions to people, log changes and make exceptions visible instead of assuming every AI output is correct.
Working together
Scope, build, review and improve.
First we map inputs, outputs, exceptions and the business impact of a wrong answer. Then we prototype against representative data, measure error cases, define the approval path, and estimate usage and operating costs before production rollout.
Common questions
Answers before the first meeting.
Can AI be added to our existing software?
Often yes, if there are safe integration points and a clear use case. We first review the APIs, data security needs and how users should verify results.
Do AI automations need human approval?
For higher-risk tasks, approval and audit trails are important. We design review checkpoints based on the actual decision and its consequences.
Can you use n8n with our CRM and internal tools?
We can evaluate n8n and API-based workflows for supported services, credentials management, rate limits and reliable retries.
Explore more
Connected disciplines, one clear goal.
Let's build thoughtfully
Bring the problem. We’ll help define the right solution.
Tell us what needs to change, which systems are involved and what success looks like. We can discuss the approach and an appropriate next step.
Tell us about your project ↗