CRM and support wiring
Assistants and copilots inside Salesforce, HubSpot, Zendesk, and similar tools your teams live in.
We connect models to the tools your people already open, with permissions, audit trails, and fallbacks that keep operations steady.
Pick the capabilities your product needs — we wire them in when the business case is clear.
CRM, helpdesk, ERP, and custom APIs so AI sits inside existing processes.
Respect roles and tenancy so models only see what each user should see.
Side panels and macros that draft, summarize, and route without leaving the host app.
Webhooks and queues that start AI steps when tickets, orders, or forms arrive.
Strip or mask sensitive fields before prompts leave your boundary.
Latency, error rates, and adoption so you know which integrations earn their keep.
Thin services that normalize payloads and keep vendor SDKs out of every product surface.
Clear escalation to people when confidence is low or policy requires review.
We meet your CRM, helpdesk, and APIs where they are — not with a greenfield rewrite.
Permissions, redaction, and audit logs designed before the first production call.
Integrations that stay understandable when vendors and schemas change.
Escalation paths so automation never becomes a black box for critical work.
Track whether people use the AI hooks — then expand only what moves the needle.
Prompt and mapping updates as your processes and data evolve.
We match LLM capabilities and cloud infrastructure to the use case; our stack reduces risk, supports growth, and builds lasting systems.
Common starts are CRM, helpdesk, chat, and internal REST or GraphQL APIs. If you have a custom system with an API or database export, we can usually integrate it.
We scope least-privilege credentials, redact or exclude PII from prompts when possible, and log access for review. Specific controls follow your compliance needs.
No. Integration work adds AI into the tools you already run. Replacement only happens if you explicitly choose a new product later.
Number of systems, auth complexity, data cleaning, and how much UI or workflow change you want in the first release.

Share the use case, the systems involved, and any constraints. Our team will review it and suggest a next step.