Founder-led production AI

Turn one expensive workflow into a production AI system.

Workrr connects AI to your existing software and data to automate expensive work, uncover defects and trends, and improve how the workflow operates.

Evaluate a workflow See examples

One system, two jobs

Operate the workflow

Messy inputs→Controlled action→Human approval

Results become evidence↻Evidence improves the next run

Improve the workflow

Workflow history→Defects + trends→Better design

Operate and improveExecute work and expose what is broken.

Existing systemsNo rip-and-replace project.

Human accountabilityApprovals and controls stay visible.

Your cloudCloudflare, AWS, Azure, or GCP.

A strong starting point

One workflow with measurable friction.

Workrr is a fit when the work repeats often enough—and matters enough—to justify a production system.

01Meaningful labor or backlogRepeated hundreds or thousands of times.

02Messy, unstructured inputsDocuments, email, databases, and requests.

03Several systems involvedRecords exist, but the workflow stops between tools.

04Defects or trends are hidingHistory contains patterns the current process misses.

05Sensitive or proprietary dataControlled handling and permissions are required.

06A person remains accountableHuman approval is part of the operating model.

Three ways to start

One defined production outcome.

Choose the engagement that matches where the workflow is today.

Operating companies

Operational AI Sprint

Understand and improve one high-volume workflow, then automate the parts that create measurable value.

Workflow, defect, and ROI baseline
Bottleneck and trend analysis
Production application
Integrations, review, and audit trail
Post-launch improvement plan

Assess a workflow →

Software companies

AI Product Feature Sprint

Add one valuable AI capability to an existing product without building a platform team.

Feature scope and success measures
Grounded AI capability
Permissions and approvals
Evaluation and monitoring
Launch support

Evaluate a feature →

Teams with a prototype

AI Production Rescue

Turn a promising demonstration into a secure, reliable production system.

Quality and architecture assessment
Security boundaries
Fallbacks and escalation
Cost controls
Production observability

Review a prototype →

Example systems

Automate the work—and learn from it.

Production AI can move work, examine performance, and reveal where the operating model should change.

Document intake

Email + files→Extract→Create case→Review

Customer response

Request→Research→Recommend→Approve

Exception handling

Exception→Classify→Assign→Follow up

Workflow intelligence

Work history→Find defects→Expose trends→Redesign

Discover recurring failure modes, inefficient handoffs, drift, and opportunities the current process cannot surface.

Why Workrr

Operator judgment and hands-on engineering.

Clients work directly with founder Shawn Bure from workflow economics through production delivery.

Shawn built and scaled a national recovery operation, founded and sold vertical SaaS product OpenCollect, and has shipped systems across payments, telephony, CRM, integrations, and cloud infrastructure.

1 Qualify2 Design3 Deploy4 Operate

Proof in practice: Reclaira is Workrr’s internal production-software lab, demonstrating governed workflows, payments, communications, permissions, and auditability.

Production controls

Reliable after the demo.

EvaluationFallbacksAudit trailsCost controlsHuman escalationObservability

Deployment control

Your environment stays yours.

Deploy inside your Cloudflare, AWS, Azure, or GCP environment. You retain control of data, code, logs, access, and model configuration.

CloudflareAWSAzureGCP

The next step

Bring one workflow.

We’ll examine how it performs today, what its history reveals, and where automation or redesign can create a measurable result.

Monthly volumeLabor or backlogDefects and exceptionsSystems involvedOperational ownerFinancial success

Request a workflow assessment 855.605.3399Direct or white-label delivery available.