Answers grounded in your information
Help a team find relevant information across approved internal documents, with references they can inspect instead of answers they have to take on trust.
AI DEVELOPMENT & INTEGRATION
Useful AI. Built into your business.
AI is useful when it helps someone finish a real task. I build assistants and AI-enabled workflows around your information, tools, and working practices, with clear boundaries for what the system should do.
Discuss your projectWHERE IT HELPS
A real problem.
A considered solution.
A chatbot alone rarely solves an operational problem. The useful work is in connecting the right information, setting expectations, testing the output, and designing what happens when the system is unsure.
A faster first pass on documents
Extract and classify information from incoming documents, then route uncertain or important results to a person for validation.
Assistance inside the workflow
Draft a reply, summarize a conversation, or prepare the next action inside the tools your team uses, with approval before consequential actions.
THE ENGAGEMENT
Clear scope.
Working software.
A proper handover.
AI output can be wrong. The design needs to account for that from the start, including appropriate review, clear limits, and a useful fallback when confidence is low.
What we plan for
- A specific use case and a definition of a useful result
- Approved data sources and access boundaries
- Evaluation examples and human review paths
- Integration, usage considerations, and handover
The proposal defines the deliverables, timeline, responsibilities, and ongoing costs before work starts.
Tell me what you need
RELEVANT WORK / INDEPENDENT PRODUCT
Workbench CRM
An independent product bringing client management, scheduling, invoicing, marketing, and AI into a unified business platform.
See the projectBEFORE WE BUILD
Your questions.
Straight answers.
Do we need to know which AI model to use?+
No. We start with the task, the data, and your constraints. Model choice comes after those decisions and considers quality, privacy requirements, and operating cost.
Can people review the output before anything happens?+
Yes. Approval steps can be built into the workflow, particularly before sending messages, changing important records, or making decisions that need human judgment.
Can AI work with private business information?+
It can, but the data and provider choices need to be reviewed first. We define what information can be used, who can access it, and any handling requirements before implementation.
SOMETHING IN MIND?
A better workflow. A bold idea. A system that changes everything.
Let’s figure out what’s possible.