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Case studies & automation examples

Case Studies & Automation Blueprints

Verified client results when measured and approved. Illustrative blueprints everywhere else.

Verified case studies

Verified Client Outcomes

Measured engagements only, published with client permission — so it stays empty until one is released.

Status

No verified case studies are published yet. When one is released it will state the client, the workflow, the measurement method, the baseline, the result and the review period — nothing inferred.

Client and engagement scope

Baseline measurement before automation

Systems and agents deployed

Human approval controls in place

Measured result and method

Review period and current status

Automation blueprints

Illustrative Automation Blueprints

Same structure every time. Expand one for the full design.

Illustrative Automation Blueprint — not a customer case study. Outcome categories and KPIs describe what this design is built to measure, not results already achieved.

Professional ServicesFoundational

Client intake and engagement setup, handled end to end

A consulting or accounting firm where billable practitioners spend a share of every week on unbillable engagement administration.

Operational problem

Every new engagement restarts the same manual sequence: collect documents, rekey client data, open the matter, assemble the engagement letter, chase what is missing.

Expected outcome categories

  • Reduce administrative handling time per engagement
  • Shorten time from signature to work commencing
  • Increase consistency of engagement documentation
Healthcare AdministrationAdvanced

Administrative intake, scheduling and referral follow-up

A multi-site administrative team handling patient intake, scheduling and referral coordination. Administrative scope only — no clinical or diagnostic decisions.

Operational problem

Intake arrives by phone, fax and paper. Staff rekey it, then referrals and follow-ups fall between systems with no owner.

Expected outcome categories

  • Reduce manual rekeying of administrative data
  • Reduce dropped referral and follow-up loops
  • Increase scheduling throughput without added headcount
Financial ServicesAdvanced

Client onboarding packets prepared for reviewer approval

A regulated firm onboarding clients with document-heavy packets and periodic evidence requests from reviewers.

Operational problem

Onboarding documents are rekeyed into core systems, and each review cycle turns evidence collection into a fire drill.

Expected outcome categories

  • Reduce preparation time per onboarding case
  • Increase completeness and consistency of documentation
  • Enable audit evidence to be produced on demand
InsuranceModerate

Claims document intake, classification and routing

A broker, MGA or carrier receiving continuous claims documentation in every conceivable format.

Operational problem

Classification and data entry gate the entire claims process, so cycle time is set by manual throughput.

Expected outcome categories

  • Reduce time from document arrival to claim readiness
  • Reduce manual classification and data entry load
  • Increase consistency of claimant communication
Real Estate & Property ManagementFoundational

Instant inbound response for inquiries and maintenance requests

A property business where inquiries arrive across portals, phone and web forms at all hours.

Operational problem

Leads go cold before anyone replies, and maintenance requests live in an inbox with no tracked state.

Expected outcome categories

  • Reduce first-response time on inbound inquiries
  • Increase share of inquiries reaching a booked viewing
  • Enable coverage outside office hours
Logistics & TransportationModerate

Shipment status answering and exception handling

A freight or 3PL operation where customer service spends the day answering where-is-my-shipment calls.

Operational problem

Status requests consume the team, and exceptions get handled by whoever happens to notice them.

Expected outcome categories

  • Reduce inbound status contact volume
  • Reduce time to detect and act on exceptions
  • Increase customer visibility without added staff
ManufacturingModerate

Purchase order and supplier confirmation processing

A manufacturer whose purchasing team rekeys orders and confirmations arriving as PDFs and email threads.

Operational problem

Critical order state lives in supplier email threads, and discrepancies surface only when material is late.

Expected outcome categories

  • Reduce manual order entry effort
  • Detect supply discrepancies earlier
  • Increase data accuracy in the ERP
E-commerceFoundational

Order, returns and product support answered from live systems

An online retailer whose support load scales linearly with revenue and spikes with every promotion.

Operational problem

The same order, returns and product questions repeat endlessly, each requiring a manual system lookup.

Expected outcome categories

  • Reduce repetitive ticket handling volume
  • Reduce first-response and resolution times
  • Enable support coverage to absorb demand spikes

Blueprint structure

IndustryBusiness contextOperational problemManual workflowProposed AI automationAI agents involvedIntegrationsWorkflow architectureHuman-in-the-loop controlsExpected outcome categoriesImplementation complexityPotential measurable KPIsTechnology stack

Next step

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How to start

  1. Send us the workflow you want to stop doing manually.
  2. We map the systems, volumes and approval points involved.
  3. You receive a blueprint like the ones above, scoped to your operation.
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Every blueprint above links to the same assessment. We reply with questions about your systems before any proposal.

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