The LLM Comparison Template Product Teams Can Use Every Week
A lightweight template for PMs and product teams evaluating models for support, search, automation, and internal copilots.
# The LLM Comparison Template Product Teams Can Use Every Week
Most product teams know they should compare models regularly. Almost none do it consistently.
The fix is not a bigger committee. It is a repeatable template.
The weekly comparison template
For each candidate model, score these seven areas on a 1 to 5 scale.
- Quality on our top three prompts
- Speed to useful output
- Cost per task
- Structured output reliability
- Safety and refusal behavior
- Ease of onboarding for the team
- Fit for current product roadmap
Add one notes field that actually matters
After scoring, answer one question:
What job should this model own right now?
That forces clarity. Teams waste time when they evaluate models in the abstract instead of assigning them to real work.
Keep the prompt set stable
Do not change the whole benchmark every week. Keep a stable pack of representative prompts so trend lines mean something.
A simple set might include:
- Customer support macro draft
- Bug triage summary
- Product requirement rewrite
- Structured JSON extraction
- Competitive analysis memo
Use one premium model and one cost-efficient model
A useful comparison is not just best versus best. It is premium versus efficient.
Product teams usually need:
- One model for difficult reasoning
- One lower-cost model for routine volume
That pairing is more operationally useful than ranking five similar premium tools.
Review deltas, not absolute scores alone
The key question each week is not “Which model is best?”
It is:
- Did a cheaper model catch up?
- Did a premium model justify its cost?
- Did a new release improve a specific workflow enough to change routing?
That is how you turn evaluation into product leverage.
Why this template works better in one workspace
When product teams compare models in separate tabs, the process gets abandoned. A single workspace makes weekly evaluation much easier because the prompt, outputs, and decision all live in one place.
That is why comparison tools matter. They help the team keep making decisions after the launch excitement fades.
Run this decision in Compare mode
Land on a prefilled comparison instead of a blank box, then adjust the prompt for your exact use case.
Open prefilled comparison