Intake & extraction
Turn WhatsApp, email, or form text into structured fields that map to your CRM or ops system.
AI-assisted systems
AI Solutions
Practical AI for intake, drafting, and automation - grounded in workflows, with human review and security boundaries where it matters.
We build AI features operators actually use: parsing inbound messages into structured records, drafting from history, and surfacing exceptions - not generic chatbots bolted onto a homepage.
Every engagement starts with a clear boundary: what the model may decide, what a human must confirm, and how cost, latency, and data protection stay under control in production.
What we deliver
Concrete capabilities
Scoped offers - not a laundry list of buzzwords.
Drafting copilots
Suggest quotes, replies, or checklists from similar past work - always with an operator confirm step.
Workflow automation
Route, classify, and escalate with guardrails, logging, and fallbacks when the model is unsure.
Observability & cost control
Tracing, redaction, rate limits, and model selection so AI stays measurable and affordable.
Outcomes
What good looks like
- Faster first response without losing control of the customer conversation
- Less manual data entry on high-volume intake channels
- Clear audit trail of what the model suggested versus what shipped
Discuss AI Solutions
Tell us what you are building or hardening. We will reply with a clear next step - or an honest no if we are not the right fit.