Caria Labs / Solutions

Applied AI for the way work moves.

Six working patterns we ship often — role-aware copilots, knowledge search, document pipelines, estimation logic, and agentic automations. Each shaped to the data, permissions, and cadence of a real operation.

01 / Internal AI assistants

Role-aware assistants
for internal teams.

Assistants that help teams retrieve context, answer repeat questions, and surface the right next steps — scoped to what each seat is allowed to see and do.

  • Permission-aware retrieval across your knowledge base.
  • Tool calls into CRM, ticketing, planning and internal APIs.
  • Conversational shortcuts to common ops actions.
02 / Quoting & estimation

Faster, clearer quotes
from messy inputs.

AI-supported workflows that help structure requests, apply pricing logic, and prepare responses — keeping a human in the loop where judgement matters.

  • Parse RFQs, emails, and spreadsheets into structured requests.
  • Apply pricing books, rate tables, or learned models.
  • Draft, review, and send — with full audit trail.
QUOTE · RFQ-2410Rotterdam → Izmir
Ocean freight · 20ft GP€ 2,1800.94
Origin handling (Maersk)€ 3400.91
Documentation & customs€ 2200.99
Destination drayage€ 1000.78
ALL-IN · conf. 0.89 € 2,840
03 / Knowledge search

Make internal knowledge
usable.

A search layer that makes internal documents, policies, SOPs, and operational knowledge easy to reach — with citation back to the source.

  • Mix of keyword, semantic and structured filters.
  • Answers with citations, not just a list of links.
  • Scoped by role, team, and document sensitivity.
Partial shipments may be accepted with partner authorization (§4.2)
policies/returns-v4.mdUPDATED APR 2026·cited by 12
Authorization flow for split-delivery returns
SOP/rma-split-flow.pdfp. 2–3·cited by 7
Exceptions — perishable & hazmat classes
policies/returns-exceptions.md§ 3.1
04 / Document & email workflows

Structured handling
of incoming requests.

Processing for incoming mail, documents, and requests — summaries, routing, extraction, and follow-up wired into the operational teams that act on them.

  • Classify by intent, extract fields, route to the right owner.
  • Draft responses; humans review and send.
  • Close the loop with CRMs and management systems.
INBOX · TRIAGElast 24h
RFQ · 0.94Ionia — 14 SKUs · NL → TR09:42
SUPPORT · 0.88VooSust — account access10:11
INVOICE · 0.97RMS — PO #2410 reconciliation10:33
FOLLOWUP · 0.72Prospect — demo recap11:04
ESCALATE · 0.91Customs — hold on IT-240811:20
05 / Operational copilots

Copilots inside
the management system.

Interfaces that assist users inside management systems, portals, and dashboards — without replacing the core oversight or the audit trail.

  • Inline, contextual — not a chat window bolted to the side.
  • Explains what it's about to do; waits for confirmation on sensitive actions.
  • Works with existing roles, permissions, and logging.
06 / Agentic workflow automation

Multi-step flows, coordinated.

Agentic workflows that coordinate tasks, approvals, data movement, and system actions across the business — reversible, observable, and designed to fail gracefully.

  • Typed steps with explicit tools, retries, and fallbacks.
  • Approval gates where stakes are high.
  • Every run stored, replayable, and auditable.
RUN · rfq-to-quote01:42 elapsed
01Parse inbound RFQ emailDONE
02Extract 14 line items to structuredDONE
03Rate lookup · carrier matrixDONE
04Draft quote · await reviewRUNNING
05Send to client on approvalWAITING
06Update CRM + create shipmentWAITING
Which one fits?

Let's find the highest-leverage one first.

Most teams should ship one of these patterns well before stacking the next. Tell us the friction — we'll point at the right one.