Find your first AI workload
Fill this in and our engineers send you a written plan — model recommendation, hardware sizing, deployment path. No charge, no obligation.
A workload is worth building when it passes three of these five
The tests are a property of the job, not of the model. Score the job first — if it clears three, the hardware and the model are the easy part.
The data is private
Awkward or unsafe to send out to a public API.
It repeats
Weekly, nightly, forever. Not a one-off.
It's bounded
One input shape, one output shape.
It ends in an artifact
A file, a memo, a diagram, a ticket.
Nobody is doing it today
The one everybody skips, and the one that gets it funded.
25 jobs that run better on a model you own
The first eight are the ones printed on the handout. The rest are workloads we see land in real environments. Tick anything close to a job your team keeps not getting to — you can pick more than one.
Drawing & spec revision diffs
On the handoutRev C lands against Rev B. Something moved, something got deleted, and nobody finds it until the wall is already framed. The model reads both revisions and writes the delta.
- Artifact
- A revision delta memo per drawing set, filed against the job number
- Why it belongs local
- Drawing sets are the client's intellectual property and are almost always under an NDA that predates anyone thinking about AI.
Contract & change-order obligations
On the handoutPull every date, deliverable, notice period and liquidated-damages clause out of an executed contract and its change orders, so the obligations live somewhere other than one person's memory.
- Artifact
- An obligations register — clause, owner, due date — per contract
- Why it belongs local
- Executed contracts carry pricing, terms and counterparty names you are contractually barred from handing to a third-party processor.
Runbook & policy retrieval for the helpdesk
On the handoutThe answer is in the runbook, the wiki, last year's PDF, or a Teams message from an engineer who has since left. Ask in plain language, get the passage and the source.
- Artifact
- A cited answer in the ticket, with the source document linked
- Why it belongs local
- Runbooks contain hostnames, IP plans, vendor account numbers and break-glass procedures — the exact inventory of what an attacker would ask for.
Nightly infrastructure reconciliation
On the handoutCMDB says one thing, DHCP says another, the directory says a third, and reality says something else again. Reconcile them overnight and write up only what disagrees.
- Artifact
- A morning exception report — only the records that disagree
- Why it belongs local
- The input is a full inventory of your estate. Sending it out is handing over a network map.
Alarm triage & shift handover in the enclave
On the handoutNine hundred alarms across a shift, most of them chattering duplicates. Group them, rank them, and write the handover note the next shift actually reads.
- Artifact
- A shift handover note plus a ranked alarm summary
- Why it belongs local
- The enclave has no outbound path by design, and that is the one design decision nobody is going to reverse for a chatbot.
Chart, case-note & claims summarization
On the handoutCondense a chart, a case file or a claims history into the short form a clinician, adjuster or caseworker can read in the ninety seconds they actually have.
- Artifact
- A structured summary attached to the record, with a log on every prompt
- Why it belongs local
- PHI and case records under HIPAA. A local model means the audit answer is "it never left" rather than a vendor BAA and a trust exercise.
Grant reports & board packets
On the handoutThe numbers already exist in the finance system and the program database. Draft the quarterly grant report and the board packet narrative from the source records.
- Artifact
- A drafted report or board packet, sourced from the system of record
- Why it belongs local
- Donor, student and program data — plus draft financials nobody wants leaving the building before the board has seen them.
Log prose & crash-trace explanation for the SOC
On the handoutTurn a stack trace, a firewall log burst or a crash dump into a paragraph a tier-one analyst can act on without escalating it.
- Artifact
- A plain-language explanation appended to the alert or ticket
- Why it belongs local
- Logs carry internal hostnames, user names, tokens and the shape of your defences. This is the category that most often leaks by accident.
Tell us about the job
Only the first three fields are required. Everything after that sharpens the plan — but a half-filled form still gets a real answer.