AI Automation Services
Put AI inside a workflow your business can control.
Cass & York is an AI automation agency for operational businesses that need more than a standalone chatbot. We connect AI to the documents, systems, rules, and review steps required to complete useful work reliably.
The goal is not to automate every decision. It is to reduce repetitive review, organize unstructured information, surface the next action, and keep people in control where judgment matters.
[01] Where AI helps
Use AI where the work begins with documents, messages, or inconsistent information.
Many operational workflows start with invoices, forms, plans, emails, notes, attachments, or records that require a person to interpret them before the next step can happen.
We use AI to extract, classify, compare, summarize, and recommend inside a defined process. Business rules, source records, permissions, and human review remain part of the system.
A useful AI workflow has a clear input, a verifiable output, an owner, and a recovery path when confidence is low.
[02] AI automation services
Automate a bounded task, then connect it to the operation.
01
Document intake and extraction
Turn invoices, forms, plans, contracts, PDFs, images, and attachments into structured records for review and processing.
02
Classification and routing
Identify what a request or document is, determine the responsible workflow, and route uncertain cases to the right person.
03
Operational assistants
Help teams search records, assemble context, prepare follow-up, and take approved actions across connected systems.
04
Exception detection
Compare records, rules, and expected states to surface missing information, inconsistencies, and work that needs attention.
05
Recommendations with review
Generate a proposed categorization, response, next action, or decision while keeping approval with the responsible person.
06
AI workflow integration
Write approved results back to the CRM, ERP, accounting platform, project system, database, or queue where the work continues.
[03] Controls and reliability
Design for review, evidence, and recovery from the beginning.
AI output should not become an invisible decision inside a critical process. We design the surrounding workflow so people can see the source material, review the result, correct it, and understand what happened.
- +Human approval for consequential actions
- +Source records and evidence attached to the result
- +Confidence thresholds and exception queues
- +Permissions based on the systems already in use
- +Logging, evaluation, monitoring, and feedback
- +Fallback behavior when a model or integration is unavailable
[04] How we work
Start with one measurable workflow.
A bounded first implementation reveals the real data, edge cases, review burden, and business value before the system expands.
01
Choose a repeated task with clear inputs, outputs, ownership, and review criteria.
02
Connect the source documents, data, systems, and business rules the task depends on.
03
Prototype against representative cases and evaluate accuracy, exceptions, and review time.
04
Deploy with permissions, monitoring, feedback, and a controlled path for approved actions.
[05] Frequently asked questions
Questions about AI automation.
01
Do we need clean data before starting?
Not perfect data, but we do need representative records and a clear understanding of which system owns each important fact.
02
Will AI make decisions automatically?
Only where the risk and evidence support it. We can require review, limit actions, and route low-confidence cases to a person.
03
Can this work with our existing software?
Yes. The useful work usually comes from connecting AI to the CRM, ERP, accounting platform, project system, database, or document store already in use.
04
How do we choose the first workflow?
Look for a repeated task with a clear owner, enough examples to evaluate, measurable review time, and an output that can be verified.
[06] Selected work
AI connected to real operating workflows.
Financial operations
AI financial intake agent
A workflow for reading incoming financial documents, structuring the information, and routing the result for review.
AI automation · Document intelligence · Human review
View Project →AutoTakeoff
AI-assisted construction takeoff platform
AI assistance embedded in a broader workflow for plans, measurements, materials, projects, and billing.
AI automation · Construction software · Documents
View Project →[07] Show us your workflow
Start with one AI workflow your team can verify.
Show us the documents, systems, review steps, and exceptions involved today. We will help identify a bounded first automation with a clear business result.
Book a Workflow Call →