AIJan 10, 2026

Building AI agents that actually talk to your stack

Patterns for safe, auditable agents that plug into CRMs, docs, and messaging tools.

Guardrails first

Every agent gets scoped permissions and explicit tool lists. We avoid open-ended retrieval on production data.

Logs are streamed to your analytics (Mixpanel or GA4) so operations can audit decisions without digging through consoles.

Integrations that stick

We use webhook-driven flows for CRMs and ticketing so agents stay stateless and recover gracefully on failures.

For messaging, we keep responses templated for brand consistency, with LLMs filling only the variable details.

Measure usefulness, not just accuracy

We track resolution time and human override rates. If overrides are high, we tighten prompts or simplify actions.

Need this in your stack? Our automation team can connect it to your current tools without rewriting everything.