Project situations
- The organization has a defined operational use case for AI implementation.
- The rollout needs safeguards, measurement, and operating guidance.
- The work needs a package, a consulting engagement, or a combination of both.
What you get
- A direct path from AI use case to working business use.
- Better visibility into quality, cost, and performance.
- Practical controls for safe rollout and ongoing improvement.
What is included
- Use-case review and rollout recommendation.
- Working plan for model use, integration, and evaluation.
- Operating plan for monitoring, quality checks, and cost control.
Most engagements run 4 to 10 weeks depending on scope and implementation depth.
How work starts
- We define the business problem, the current workflow, and success measures.
- I shape the starting scope, controls, and rollout sequence.
- You receive the recommended path, delivery plan, and next actions.
Fixed-price options
Start with an AI package
These packages cover focused production AI implementation needs with fixed pricing and clear deliverables.
Fixed-price package
AI Workflow Assessment
$750
Identify where AI or automation can reduce operational overhead within a defined business workflow.
What is included
- One review call about the workflow
- Review of the current steps, handoffs, or documents
- Top operational automation and AI implementation opportunities
- A written assessment with implementation priorities and rollout recommendations
You receive an operational assessment, implementation recommendations, and a prioritized execution plan.
- Back-office operations
- Client onboarding
Fixed-price package
Internal Docs Assistant Plan
$1,800
Turn internal documentation into a structured implementation plan for an operational AI assistant.
What is included
- Review of one document set or knowledge base
- A response model defining assistant scope, retrieval behavior, and operational boundaries
- Prompt and answer guidelines for the people using it
- A validation checklist for response quality, operational reliability, and rollout readiness
You receive the assistant implementation plan, prompt guidance, and rollout validation criteria for one knowledge area.
- Internal SOP support
- Sales enablement answers
Fixed-price package
Content Repurposing Package
$1,250
Turn a high-value source asset into a repeatable AI-assisted content production workflow.
What is included
- One repurposing workflow built around your source asset
- A blog draft, newsletter draft, and LinkedIn post set
- Reusable prompts for future content cycles
- Editorial guidance to preserve voice consistency across generated content
You receive a repeatable AI-assisted content workflow and an initial production-ready content set.
- Founder content
- Newsletter creation
Fixed-price package
Lead and Ticket Routing Plan
$2,900
Design an AI-assisted routing model for operational intake, triage, and request classification.
What is included
- Review of one intake queue or request channel
- Routing logic, escalation thresholds, and confidence scoring rules
- Human escalation paths for low-confidence or exception-case routing
- Technical implementation guidance for engineering or operations teams
You receive a routing plan, review points, and implementation notes for one intake flow.
- Lead routing
- Support triage
Related work
Examples of production AI implementation
See how production AI systems were made safer, more measurable, and more operationally reliable.
ML Observability Rollout for Workflow Automation
Implemented observability, operational controls, and inference cost visibility for AI-powered workflow automation.
- 29% improvement in task completion quality
- 34% reduction in inference spend per completed workflow
Common questions
Do you help with both ML and LLM work?
Yes. The work can include data pipelines, model operations, retrieval, and application integration.
How do you keep costs under control?
Every engagement includes usage, quality, and cost controls so the work stays useful and sustainable.