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Solution blueprints

How we solve real problems

These are reference solutions we have built before, not a sales pitch. Each one shows the actual data and agent flow, what we implement, the tools we reach for, and the outcome you can expect. Use them as a starting point and we tune them to your stack.

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Finance

Invoice and statement reconciliation

Match the numbers, flag only the exceptions

A finance agent that reads vendor invoices and bank statements, matches every line against your ledger, and surfaces only the mismatches that need a human. Closes faster, with a full audit trail.

4x
faster month-end reconciliation
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Customer

Customer support deflection

Resolve the routine, escalate the rest with context

A support agent that answers customer questions in your voice, takes real action in your systems, and resolves tickets on its own. The hard ones reach a human with the full thread and a draft reply already written.

60%
of tickets resolved without a human
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Operations

Document intake and extraction

Turn stacks of paperwork into clean, checked data

A document pipeline that reads PDFs, scans, and emails, pulls the exact fields you need, validates them against your rules, and files the result in your systems. Low-confidence extractions go to a reviewer before anything is committed.

minutes
to process a stack of documents
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Sales

Sales research and outreach

Research every lead, draft outreach that lands

A sales development agent that researches each account and contact, drafts personalized outreach grounded in real signals, and keeps your CRM clean. Reps spend their time talking to qualified people instead of doing admin.

3x
more qualified meetings per rep
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Knowledge

Internal knowledge assistant

Answers from your own knowledge, with the source attached

A search-and-answer assistant grounded in your internal documents, so anyone can get the right answer with a citation in seconds. It respects access permissions, stays current as docs change, and says when it does not know.

instant
answers with a cited source
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Healthcare

Claims first-notice and triage

Capture, check, and route every claim, fast

A claims agent that takes in first notice of loss from any channel, extracts the key facts, checks them against policy and rules, and routes each claim to the right place with a priority and a summary. Complex and high-value claims reach an adjuster ready to act.

40%
faster claims triage
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Knowledge

Contract review and redlining

Read the contract, mark the risk, draft the redlines

A legal agent that reads an incoming contract, checks every clause against your playbook, flags the risky terms, and drafts the redlines a lawyer can accept or edit. First-pass review goes from hours to minutes, with a citation behind every change.

70%
less time on first-pass review
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Operations

Demand forecasting and replenishment

See demand coming, stock for it, explain every call

A forecasting pipeline that combines your sales history, promotions, and external signals into demand forecasts per item and location, then drafts the replenishment plan. Planners review the exceptions and the reasoning instead of rebuilding spreadsheets each week.

fewer
stockouts and less overstock
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Finance

Underwriting assistant

Assemble the file, check the risk, recommend the call

An underwriting agent that gathers the submission, pulls the third-party data, checks it against your guidelines, and hands the underwriter a complete file with a recommendation and the reasoning. The clean cases move fast and the close calls get a human.

50%
faster underwriting decisions
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Finance

Compliance monitoring

Watch every transaction, surface real risk, prove the work

A monitoring agent that watches transactions, communications, and changes against your rules and obligations, flags genuine risk, drafts the case file, and keeps a clean audit trail. Compliance teams investigate real alerts instead of drowning in false positives.

60%
fewer false-positive alerts
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Have a problem that isn't here?

These blueprints are starting points, not a fixed menu. Take the assessment and we will design the solution and the flow to fit your systems.