Use-case discovery, data-flow review and implementation planning
WYOCS service
AI Integrations and Automation
AI Integrations and Automation
for business systems.
WYOCS AI integration and automation services connect language models, documents, approved business knowledge and operational systems to a defined workflow with human review where it matters.
01 / Who it is for
When AI Integrations and Automation is relevant.
LLM-powered features, custom AI workflows, document processing and process automation that removes drag from real teams.
- Teams adding AI-assisted features to an existing product
- Businesses automating document-heavy or repetitive workflows
- Organizations that need AI connected to approved data and existing systems
02 / Service scope
What the work can include.
The final scope is defined in a written proposal and Statement of Work. The items below describe the real capabilities covered by this WYOCS service, not a fixed package.
LLM-powered features, retrieval and approved knowledge workflows
Document extraction, classification and process automation
API, product and business-system integrations where required
Evaluation, logging, human review controls and production monitoring
03 / Delivery process
How WYOCS moves from question to production.
Each phase produces a concrete output that can be reviewed before the next commitment.
- 01
Discover
Clarify the workflow, current systems, constraints, risks and desired outcome.
- 02
Architect
Define the implementation path, milestones, target stack and documented trade-offs.
- 03
Build
Deliver working software or infrastructure against agreed acceptance criteria.
- 04
Operate
Provide monitoring and support, or complete a documented handover to the internal team.
Rules-based automation, an AI assistant or a hybrid workflow?
Use deterministic rules when inputs and decisions are predictable. AI can help interpret variable text or retrieve relevant knowledge, while conventional code validates the result and applies business rules. Begin with a narrowly defined task and representative examples so quality can be measured before expanding access or autonomy.
Deliverables to agree in the proposal
- A workflow specification defining approved sources, permissions and human review points.
- An evaluation set with expected outcomes, difficult examples and failure conditions.
- Integration controls for logging, usage limits, retries and recovery when providers fail.
How to review the result
- Evaluate answers against representative cases, including missing or conflicting evidence.
- Verify that users cannot retrieve documents outside their own permissions.
- Test provider outages, malformed output and repeated requests before enabling business actions.
What affects cost and timing?
Document quality, integration access, evaluation effort, usage volume and human review requirements affect cost. Separate implementation from model consumption, storage and recurring monitoring in the proposal.
Related capabilities: Custom Software Development · Cloud and DevOps.
04 / Technology
The stack follows the problem.
WYOCS works with existing systems where practical and selects technology around the delivery, operational and maintenance requirements.
OpenAI
Python
Node.js
TypeScript
PostgreSQL
05 / Questions
Before a first conversation.
Which workflow should we automate first?
Start with a bounded, repeatable task such as document classification or drafting from approved knowledge. Define example inputs, expected results, failure cases and a human review step before allowing the system to change business records.
Can AI use our internal documents and business systems?
An integration can connect approved documents and APIs with scoped access. The design must account for data retention, provider terms, permissions and audit logs. Access to one data source must not grant access to every customer or system.
Will AI always produce correct answers or act autonomously?
No. Outputs need evaluation against representative cases. High-impact actions should have approval controls, limits and a recovery path. Model availability, latency and usage costs also depend on the chosen providers.
Explore the WYOCS product ecosystem, including courier management software and company-data API and MCP access. Product availability and integration requirements are separate from a custom service engagement.
Start with a defined problem
Tell us what needs
Tell us what needs
to work better.
A short note about the current system, desired outcome and constraints is enough for a first review.