Access and transport
Authentication, authorization, API calls, webhooks, rate limits, and connection behavior.
SYSTEM INTEGRATION
CRM and ERP automation that removes manual handoffs
Connect CRM, ERP, databases, email, APIs, and internal applications so employees no longer have to act as middleware.
01
AI interprets.
02Software controls.
03People own consequential decisions.
WHO THIS IS FOR
Employees should not function as middleware
Repeated copying is often a sign that the systems work individually but the operational connection between them is missing.
SCOPE
Reliable integration is deterministic work
When a workflow moves or writes business data, conventional software owns the control path.
Data control
Mappings, transformations, required fields, schema validation, and business constraints.
Safe execution
Workflow state, retries, duplicate protection, database writes, partial success, and error handling.
WORKFLOW
AI may interpret the input; software performs the integration
AI is introduced only when the incoming information cannot be handled reliably as structured data.
- 01
Incoming email
- 02
Request classified
- 03
Customer information extracted
- 04
Customer validated
- 05
CRM created or updated
- 06
Deterministic workflow continues
The model does not authenticate, decide permissions, perform the write, or own retry behavior.
RESPONSIBILITY BOUNDARIES
AI interprets. Software controls.
Models handle ambiguous inputs; human review is placed where judgment, responsibility, or uncertainty matters.
- Request classification
- Unstructured field extraction
- Entity matching suggestions
- Uncertainty for review
- Authentication and permissions
- Mappings and transformations
- Validation and state
- Rate limits, retries, and duplicates
- Database and system writes
FAILURE CONTROL
Retry strategy must match the operation
Repeating a read is different from repeating a financial or operational write. Recovery is designed per action.
Access and capacity
Handle expired authentication, rate limits, unavailable downstream systems, and scheduled maintenance visibly.
Data contract changes
Detect missing fields, invalid values, schema changes, and mapping failures before corrupting downstream records.
Partial and duplicate execution
Track state, identifiers, completed actions, and safe compensation or manual recovery when only part succeeds.
HOW WE WORK
From review to managed operation
The exact deliverables are agreed in scope before implementation.
01. Workflow review
Map the current work, systems, manual effort, exceptions, and a useful success measure.
02. Solution design
Define integrations, data flow, model responsibility, deterministic controls, review points, and failure paths.
03. Implementation
Build the scoped workflow, integrations, validation, tests, and operating behavior.
04. Production deployment
Deploy with the agreed permissions, infrastructure, observability, documentation, and acceptance checks.
05. Managed operation
Monitor, investigate, maintain, and prioritize improvements as dependencies and business needs change.
SCOPE AND COST
What affects integration cost?
The largest variables are access quality, data contracts, write risk, and recovery requirements.
- API availability and quality
- Authentication model
- Number of systems
- Data mappings
- Write permissions
- Rate limits and volume
- Partial-failure handling
- Monitoring and ownership
OWNERSHIP
Ownership and handoff
Possible deliverables depend on the engagement. The ownership and deployment model is agreed before implementation begins.
CLIENT WORK
Bring supplier information into the commercial workflow
The useful solution for the reseller was not another dashboard to check. It was bringing supplier availability, pricing, margin, and risk information into the workflow where commercial review already happened.
Read the supplier-integration caseRELATED CAPABILITIES
Continue with the part of the workflow you need
FAQ
Practical questions before you start
Can you integrate systems without native integrations?
Potentially. We assess APIs, webhooks, database access, file exchange, supported automation interfaces, and the operational risk before choosing an approach.
Do you use Zapier, Make, or n8n?
Low-code platforms can be appropriate depending on workflow requirements. Custom software is used when reliability, complexity, scale, or maintainability justify it. The architecture follows the problem.
Do we need to replace our CRM?
Usually no. The purpose is to improve the workflow around existing systems, subject to their access and integration capabilities.
Can the integration write data back?
Potentially. Write access is designed around permissions, validation, duplicate protection, approval boundaries, and recovery behavior.
NEXT STEP
Review the handoff between two systems.
Show us what is copied today, where it comes from, where it must go, and what must be checked before the write.