Custom AI systems

Automate the work your software can't.

We build custom AI systems and workflow automations that handle complex operations, integrate with your existing stack, and move work from input to outcome.

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Built around your existing stack

No rip-and-replace required.

Your software handles records.Your team still handles the gaps.

CRM, ERP, email, documents, databases, internal tools — most businesses already have the software they need. The difficult work happens between those systems.

People collect context, apply rules, move information, chase approvals, handle exceptions, and decide what should happen next.

That's the layer we automate.

The expensive work is usually between the systems.

The process may look automated from the outside. Inside the business, people are still stitching it together manually.

  1. Request received

    A customer or internal request arrives by email. Someone needs to identify what it is and where it belongs.

    Manual triage

  2. Context missing

    The request needs information from three different systems before anyone can act.

    Manual lookup

  3. Decision waiting

    A team member needs to interpret policy and decide the next step.

    Human bottleneck

  4. Approval stalled

    The workflow is waiting in someone's inbox. Nobody has followed up.

    Process delayed

  5. Systems out of sync

    The action was completed in one platform but two others still need updating.

    Manual reconciliation

Caldris turns these handoffs into a system.

From incoming work to completed outcome.

Caldris connects the decisions between the systems your business already uses.

  1. 01
    Capture
    • Emails
    • Forms
    • Documents
    • Messages
    • Events
  2. 02
    Understand
    • Extract
    • Classify
    • Interpret
    • Retrieve context
  3. 03
    Decide
    • Apply rules
    • Reason
    • Validate
    • Prioritize
  4. 04
    Coordinate
    • Systems
    • People
    • Approvals
    • Dependencies
  5. 05
    Act
    • Create
    • Update
    • Send
    • Trigger
    • Escalate
  6. 06
    Verify
    • Check result
    • Handle exceptions
    • Record outcome
    • Report

Caldris doesn't need to replace the systems your team already uses. We connect the decisions between them.

What we automate.

Operational patterns we build across industries — starting with the workflow that creates the most friction.

Process incoming work

Turn unstructured inputs into structured action.

Read emails, forms, documents, messages, and other incoming requests. Extract the relevant information, validate it, classify the work, and route it into the correct process.

Extraction · Classification · Validation · Routing

Systems we build.

Capabilities behind the workflows — detailed on our Services page.

  1. / 01

    Custom AI Systems

    Purpose-built AI applications designed around a specific operational problem.

  2. / 02

    Workflow Automation Systems

    End-to-end processes spanning people, data, decisions, and software.

  3. / 03

    AI Agents

    Agents that reason, use tools, retrieve context, and perform clearly defined work.

  4. / 04

    AI Integration & Infrastructure

    Secure integration between AI systems and the data, APIs, applications, and infrastructure they depend on.

Built around the stack you already have.

We don't start by replacing your systems. We connect the workflow across them.

Business systems

  • CRM
  • ERP
  • Operations software
  • Internal tools

Communication

  • Email
  • Messaging
  • Notifications

Knowledge

  • Documents
  • Policies
  • Knowledge bases
  • Files

Data

  • Databases
  • Warehouses
  • APIs
Caldris operates acrossBusiness systems · Communication · Knowledge · Data

One workflow. Every handoff coordinated.

Illustrative operational sequence — not client performance data

  1. Request received

    Email and supporting document detected

  2. Request classified

    Category identified · Priority assigned

  3. Context retrieved

    Customer record found · Historical data loaded · Relevant policy retrieved

  4. Required fields validated

    One discrepancy detected

  5. Exception resolved

    Supporting record checked · Correct value confirmed

  6. Action prepared

    System update ready

  7. Approval requested

    Assigned to Taylor Morgan

  8. Approved

    Workflow resumed automatically

  9. Systems updated

    Three records synchronized

  10. Confirmation sent

    Stakeholders notified

  11. Workflow completed

    Audit trail recorded

Automation is useless if we can't measure what changed.

We define the baseline before we automate the workflow.

Throughput

  • Processing time
  • Queue time
  • Completion rate

Quality

  • Error rate
  • Exception rate
  • Rework rate

Operations

  • Manual touches
  • Approval time
  • Escalation volume

Business

  • Cost per process
  • Time-to-outcome
  • Capacity recovered

Metric categories we establish per engagement — not fabricated results.

Good automation starts with the right problem.

We do not automate something simply because AI can touch it.

  1. / 01

    High repetition

    The workflow happens often enough that friction compounds.

  2. / 02

    Multiple systems

    People spend time gathering or moving information between tools.

  3. / 03

    Decision points

    The process requires rules, judgment, context, or interpretation.

  4. / 04

    Exceptions

    The workflow has edge cases that simple automation cannot handle well.

  5. / 05

    Clear outcome

    There is an objective definition of what successful completion looks like.

  6. / 06

    Measurable cost

    Delay, manual effort, error, or lost capacity can be quantified.

Start where the work gets stuck.

We don't begin by asking where you want AI.

We map where work waits, where people manually coordinate systems, and where decisions slow the process down.

  1. 01 / Find

    Map the bottleneck

    Understand the workflow, systems, people, rules, exceptions, and measurable cost.

  2. 02 / Prove

    Automate one measurable workflow

    Build the smallest useful system that demonstrates whether the approach works.

  3. 03 / Harden

    Make it production-ready

    Handle edge cases, permissions, observability, failure modes, security, and human escalation.

  4. 04 / Expand

    Connect adjacent workflows

    Extend the system only after the initial automation proves valuable.

See our approach

Bring us the workflow nobody wants to own.

The process spread across inboxes, spreadsheets, software, approvals, documents, and someone's memory is usually where we start.

Book an assessmentHow we work