AI Decision Review for HR leaders
Turn one AI decision into a brief leaders can act on.
Bring one consequential AI, talent, or HR technology decision. I’ll help you connect the business outcome to changes in work, behavior, ownership, technology, and evidence—then make the next decision clear.
The HR leader closest to the work prepares the first pass. The CHRO, CPO, or executive sponsor reviews the evidence, challenges the finding, and owns the decision.
The first link opens an email draft for you to review. Nothing is sent automatically.
This public website has no assessment form and does not store decision details. An email link opens a draft in your mail app; you choose what to send. Share only a short, non-confidential outline. The separate guided tool remains restricted until its hosted and data-handling checks are complete. Read the privacy note.
When to use it
Use it before the decision becomes expensive.
Bring one decision the organization must make—not a general ambition. Involve Finance, IT, Operations, Legal, or another operating owner when their authority or evidence is needed.
- An AI or HR technology purchase or renewal
- A pilot, rollout, or scale decision
- A talent or workforce strategy commitment
- An initiative with unclear ownership, adoption, or evidence
How it works
Connect the decision to the work.
The Golden Thread starts with the business outcome, then connects it to the everyday work and conditions required to deliver it.
Name the outcome
Start with the business result—not the tool, vendor, or activity.
Look at the work
Identify what must change in everyday work, behavior, and decisions.
Test ownership and evidence
Make the accountable owner visible and separate what is reported from what the evidence supports.
Frame the next decision
Turn the finding, unknowns, next move, and executive ask into one usable brief.
Evidence keeps the conversation honest. A plan can establish intent. It does not, by itself, establish changed behavior, accountable ownership, adoption, or business impact.
What the review does—and does not do
The review structures your account of the decision and makes unknowns visible. It does not independently inspect evidence, certify readiness, calculate ROI, or replace the judgment of accountable leaders. Any finding should be reviewed and corrected before the team relies on it.
Fictional sample
See the level of clarity you can take into the room.
This example shows the shape of the output, not a customer result or advice about a real organization.
A useful brief does not manufacture certainty. Missing evidence stays missing. An unnamed owner remains an issue to resolve.
View a fictional executive brief
Illustrative scenario only
- Decision
- Whether to expand an AI copilot from a 200-person HR test to the full function.
- Intended outcome
- Improve the speed and quality of routine employee support.
- Working finding
- Do not scale yet. Usage is visible; improvement in work quality and service is not.
- Evidence on hand
- Login and use reports from the test group.
- Known unknowns
- Answer quality, time saved, employee impact, and manager confidence.
- Accountable owner
- Not yet named.
- Next move
- Name one owner and run a four-week evidence plan before a scale decision.
- Executive ask
- Approve the evidence plan, owner, review date, and continue/change/stop conditions.
Get the decision ready for the room
When the team needs an independent challenge.
If the review exposes thin evidence, unclear ownership, or cross-functional tradeoffs, I can help your leadership team work through the assumptions and make the next decision explicit.
Start with the decision.
Send a short, non-confidential outline and the timing you are working toward.
Agree the useful next step.
That may be a focused conversation, an executive session, or work your team continues internally.
Scope before paid work.
Any fee, timing, deliverable, and terms are agreed before an engagement begins.
The guided tool is not public. Larry responds personally, and access stays controlled until its hosted checks pass. A request does not grant access, book a meeting, or create a paid engagement. You can also write to larry@larrymcalister.com.