Use cases we build for
Practical patterns where AI agents, LLM applications, and workflow automation create measurable value for operations teams.
Signals a use case is ready
Strong candidates share operational pain, available data, and an owner who will run the result.
Repetitive judgment work
People apply the same rules to documents or tickets all day, with occasional exceptions that need expertise.
Scattered knowledge
Answers exist in wikis, PDFs, and tribal knowledge, but finding them slows the team.
Cross-system friction
Work stalls because status lives in email, ERP, and spreadsheets without a reliable bridge.
Exception backlog
Happy-path automation exists, but exceptions still pile up for senior operators.
Use case catalog
Each pattern includes the problem, how we usually approach it, and the service or solution path we recommend.
Operations · Finance · Logistics
Document intake and extraction
Faster cycle time, fewer manual keystrokes, cleaner data entry
Classify inbound files, pull structured fields, and route exceptions for human review before systems of record update.
Approach: OCR or native parsers, validation rules, confidence thresholds, and an exception queue operators already understand.
Support · HR · Compliance
Operational knowledge assistants
Shorter time-to-answer, consistent guidance, fewer escalations
Answer questions from policies, SOPs, and internal docs with citations so frontline teams stop hunting through folders.
Approach: Retrieval over approved sources, citation UX, and escalation when confidence or policy risk is high.
Ops · Shared services
Multi-step operational agents
Fewer handoffs, higher throughput, audit-friendly trails
Agents that gather context, call tools and APIs, and complete handoffs across systems with explicit review checkpoints.
Approach: Tool-using agents, human-in-the-loop gates, and audit logs for every material action.
Enterprise platforms
ERP and CRM AI features
Adoption inside familiar tools, lower change-management cost
Embed AI into existing platforms: summaries, recommendations, and assisted updates without replacing the core stack.
Approach: Secure connectors, role-aware prompts, and UI that lives inside the tools people already open daily.
Finance · Insurance
Invoice and claims processing
Shorter close cycles, fewer payment errors
Match documents to purchase orders or policies, flag mismatches, and prepare draft decisions for review.
Approach: Extraction plus business rules, duplicate detection, and reviewer workflows tied to finance systems.
Support · Internal IT
Customer and employee chatbots
Lower ticket volume, faster first response
Grounded assistants for FAQs, ticket deflection, and guided workflows with clear paths to a human.
Approach: Knowledge grounding, intent routing, and handoff packages that preserve conversation context.
Logistics · Supply chain
Logistics and supply chain support
Less exception backlog, clearer status for operators
Shipment context, document processing, and operational Q&A designed for logistics-heavy environments.
Approach: Connect manifests, trackers, and SOPs so operators get status and next actions in one place.
Marine · Ports
Marina and port coordination
Smoother berth and service workflows, fewer manual lookups
Scheduling support, vessel data handling, and operational coordination for marina and port teams.
Approach: Domain data models, booking and berth workflows, and assistants trained on operational procedures.
Aviation
Aviation and maintenance support
Faster lookups, fewer tribal-knowledge bottlenecks
Help technicians and planners find procedures, parts context, and maintenance history without digging through manuals.
Approach: Grounded retrieval over tech docs, controlled answers, and links back to maintenance systems.
Legal · Procurement
Contract and policy Q&A
Quicker diligence, fewer missed obligations
Search clauses, obligations, and playbooks with citations so commercial teams move faster with less risk.
Approach: Document chunking by clause structure, permissioned corpora, and review flags for high-risk answers.
Revenue ops
Sales and ops meeting assistants
Cleaner CRM data, less after-call admin
Turn call notes and emails into structured CRM updates, follow-ups, and summaries for account teams.
Approach: Speech or text intake, field mapping to CRM, and human confirmation before write-back.
Manufacturing · Regulated ops
Quality and compliance checks
Earlier defect detection, stronger audit trails
Compare submissions or production records against checklists and flag deviations for QA review.
Approach: Rule and model hybrid checks, evidence capture, and audit-ready exception reports.
By industry
Domain starting points we adapt to your stack and operating model.
Logistics and supply chain
- Manifest and invoice extraction
- Shipment exception triage
- Operator status assistants
Marine and ports
- Berth and service scheduling support
- Vessel data handling
- Procedure Q&A for dock teams
Enterprise operations
- Knowledge assistants over SOPs
- ERP and CRM assisted workflows
- Shared-services agents
Finance and shared services
- AP document intake
- Claims and policy matching
- Exception queues with review
How we evaluate success
Pilots are judged on operational outcomes, not demo polish.
Time and throughput
Cycle time, items processed per operator hour, and backlog age before and after the pilot.
Quality and risk
Error rates, exception rates, citation accuracy, and how often humans override the system.
Adoption
Whether operators use the system in the real workflow, not only in a demo environment.
Operability
Monitoring, ownership, and whether your team can run the system after handoff.
When to start with a use case vs a custom build
Catalog patterns speed discovery. Custom work wins when the workflow is unique.
A strong fit when
- Your problem maps to a pattern above
- You want a faster path from discovery to pilot
- Similar systems and documents already exist in-house
Not the right fit when
- The workflow is highly custom and poorly documented
- Success criteria are still undefined
- You only want research with no path to production
What we need from you
Enough context to scope honestly. You do not need a finished requirements document.
- A named owner for the workflow
- Sample documents or system exports
- Access path for a pilot (even limited)
- Success criteria for 60 to 90 days
Questions about use cases
What if our use case is not listed?+
Bring the workflow anyway. The catalog is a starting point. Many engagements begin as a custom build once we understand your systems and constraints.
How do we pick the first use case?+
Prefer a painful, measurable workflow with available data and an owner. Avoid starting with the most novel idea if it has the weakest path to production.
Can multiple use cases run in one program?+
Yes, but we usually prove one path first, then expand. Shared foundations (retrieval, connectors, evaluation) make later use cases faster.
Have a use case in mind?
Share the workflow and what success would change. We will respond with a clear recommendation.