The decision and safe examples.
- The current baseline and proposed candidate
- Up to 10 representative, approved cases
- Success criteria, blocking risks, owner, and timing
- Scoped provider access after technical fit is confirmed
Loometry Model Change Assessment
Know whether this model change is worth making.
Compare one real baseline with one candidate on up to 10 safe, representative cases. Loometry measures the trade-offs and delivers a recommendation your team can act on.
Product, engineering, and AI teams with one real model decision to make.
The standard scope
A small assessment with a defined finish line.
Baseline
1
The model or configuration you use now.
Candidate
1
The change you are considering.
Cases
Up to 10
Safe examples of the work that matters.
Planned delivery
5 days
After scope and access are approved.
Recommendation
1
Change, stay, investigate, or mitigate.
Why assess a change
A provider announcement cannot tell you what will happen in your product.
The model name is only one part of the path. Your prompt, configuration, account, gateway, cases, and failure handling can change the result. The assessment keeps those facts attached to one decision.
- Will the candidate answer the task better?
- What becomes slower, less reliable, or more expensive?
- Which failures could block the change?
- What should the team do next?
The customer journey
What you provide, what we do, and what you receive.
No platform rollout is required for the first decision. The work begins only after the scope, access, timing, and quote are agreed.
A fair, reviewable comparison.
- Locks the cases, checks, settings, and repetition plan
- Runs both options and retains failures as outcomes
- Reviews quality, timing, completion, usage, and cost
- Separates observations, interpretation, and unknowns
A decision-ready assessment.
- Executive answer and side-by-side scorecard
- Material case-level improvements and regressions
- Confidence, limitations, and provider-cost assumptions
- Recommendation, next actions, and findings review
One scorecard, six views
Quality is the constraint. Speed and cost are the trade-offs.
Each measure answers a different question. No composite score is allowed to hide a blocking case or missing result.
Quality
Does each option produce a useful answer for the task?Task-specific checks, reviewer findings, improvements, and regressions by case.
Latency
How quickly does each option begin and complete a response?Comparable timing definitions, typical behaviour, and slow-tail observations.
Reliability
How often does the planned request complete as intended?First-attempt completion, recovered completion, and visible sources of variation.
Failure behaviour
What breaks, how serious is it, and what happens next?Timeouts, provider errors, invalid outputs, refusals, retries, and case-level risks.
Usage
What provider resources does each option consume?Observed request, input, output, and retry usage under the agreed method.
Provider cost
What do those observed usage patterns cost under stated assumptions?A dated price basis, assessment-run estimate, and bounded customer scenario when supplied.
Clear limits
A useful assessment is precise about what it cannot prove.
The result applies to the agreed cases, models, settings, account path, timing, and method—not every future production condition.
Fixed scope
Not continuous monitoring
The assessment compares a change before a decision. Ongoing production observation is separate work.
Bounded sample
Not a reliability guarantee
Up to 10 cases can expose material behaviour, but cannot establish a broad production rate.
Decision support
Not a certification
The assessment is not a security audit, safety certification, compliance opinion, or legal review.
Loometry Model Change Assessment
Bring one model change. Get a decision-ready answer.
Share the baseline, candidate, decision, and timing at a high level. We will confirm fit, scope, access needs, delivery timing, and the fixed project quote before work begins.