AI that earns its keep
AI end, speed, repetition, scale
You've been burned by shiny tools before. We automate the boring parts, keep people on the judgment calls, and only build custom tools when they genuinely pay for themselves.
What this fixes
Automation goes wrong when it's pointed at the wrong task, usually the one a customer notices. We aim it at the repetitive internal work instead: sorting, drafting, routing, reminding, reporting.
Before we build anything, we say what it costs to run and what it should save. If the numbers don't work, we say so.
The moment it improves: the grunt work disappears and the human work gets better.
- Automating repetitive work, so hours come back to your week
- Research and routing support, so the right person sees the right thing first
- Custom tools where they pay off, so software earns its keep, not the other way round
- Alerts before things go off track, so small problems stay small
- Documented workflows with the manual steps removed
- Routing rules so enquiries reach the right person immediately
- Drafting and research assistance with human review built in
- Alerts when something breaks or a number moves the wrong way
What it tends to return
100–300%
Typical payback: 4–8 months
Modelled on hours returned: removing 3–8 hours a week of copy-paste work is worth roughly $9,000–$25,000 a year at loaded staff cost, against build and running costs we quote up front.
- Repetitive sorting, drafting and routing stop consuming paid hours
- Faster routing means the right person answers first, not eventually
- We turn off anything that does not pay for itself, so the downside is capped
These are ranges from work we've contributed to, not a guarantee, results depend on your margins, demand and how fast decisions get made. The diagnostic is where we check whether your numbers land inside this range before you spend.
How it runs
We list the tasks your team does over and over and estimate hours, so priorities are based on time, not novelty.
One workflow at a time, with a human check where the decision matters.
Keep what saves time. Turn off what doesn't. No tool stays just because we built it.
A good fit when
- Your team spends hours a week on copy-paste work
- You've bought tools that nobody ended up using
- Volume is growing faster than headcount
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