Use cases ranked by payoff
Not by what vendors are selling
AI, DATA & TECHNOLOGY
Use AI and data where they save time or make money.
We start with the work your people do and the numbers you need, then put AI, automation, reporting and systems in place, and measure whether they saved time, cut cost or grew revenue.
Everyday workflows
Company data
People's decisions
DECISIONAI and automation inside the work
01Hours saved
02Faster decisions
03Fewer errors
Tools people actually use
Built into real workflows
Measured before and after
Time, cost and error rates
WHAT'S INCLUDED
5 specific services. Start with the one that fits.
Each page explains when companies need it, what you get, how the work runs and how long it usually takes.AI opportunity assessment
Find the few AI uses that will pay off in your business.
Workflow automation & AI agents
Put automation and AI assistants to work in real processes.
Data foundations & management reporting
One set of numbers everyone trusts, without the spreadsheet scramble.
CRM & ERP implementation
Choose, implement or rescue CRM and ERP so people actually use them.
AI policy, risk & adoption
Let people use AI productively, with clear rules and controls.
THE DECISIONS
What we help you decide.
Every engagement ends in decisions with owners and numbers attached, not a slide deck.01
Where AI pays
Which tasks would AI or automation improve enough to be worth it?
We rank opportunities by value, data readiness, effort and risk.02
How it works
What does the new workflow look like, and where do people stay in control?
We design who does what, where AI drafts, where people review, and how exceptions are handled.03
When to scale
What proves a pilot deserves wider rollout?
We measure the result against a baseline before more licenses or infrastructure are bought.FROM ANALYSIS TO IMPLEMENTATION
What the work produces.
Each workstream ends in outputs your team keeps and uses to run the business.Find the opportunities
Map workflows and rank AI and automation uses by value, feasibility and risk.
- Use-case list
- Business cases
- Roadmap
Data and systems
Clean definitions, connected data, dashboards, and CRM or ERP systems people actually use.
- KPI dictionary
- Dashboards
- System plan
Build and adopt
Build, test and roll out automations and AI assistants, with training, controls and measurement.
- Working automations
- Usage policy
- Impact report
HOW IT COMES TOGETHER
What a typical engagement looks like.
An illustrative pattern drawn from common engagements, not a specific client.OPERATING COMPANY
From scattered AI pilots to tools in daily use
The company had several AI demos and vendor pitches but no way to choose between them, and nothing had reached daily operations.
WHAT CHANGED
01Ranked workflows by value and feasibility
02Built the highest-value workflow with review steps
03Measured time saved and set rules for wider rollout
OPERATING OUTCOME
A clear order of investment
One workflow live and adopted
Measured time savings
WHAT WE START WITH
The information we usually ask for.
Most of it already exists in your finance, sales and operations systems. We work with what you have and fill gaps with interviews and sampling.01Workflow volumes and timings
02Documents and knowledge bases
03ERP and CRM data
04Quality and exception records
05User feedback
06Cost baselines
Put your numbers behind the decision.
Human-reviewed AI workflow
Model adoption-adjusted time savings after mandatory review and failed-output handling.
AI pilot-to-scale gateScale only eligible, adopted workload and include implementation cost plus residual oversight.
Hire versus automate versus outsourceCompare equivalent annual workload across a permanent hire, an outsourcing partner and a human-reviewed automation.
RELATED THINKING
Frameworks and client work for the next decision.
AI implementation for manufacturing
Production, quality, maintenance, planning, engineering and plant workflows.
AI for CAD and engineering
Design assistance, evaluation, automation and engineering knowledge systems.
Connect AI investments to company economics
A decision-first approach to use cases, data, workflow design and measurement.
COMMON QUESTIONS
What management teams ask before the work begins.
No. Technology is a means to an end. We start with a business problem and a workflow, and measure the result in time, cost or revenue.
START WITH THE DECISION