Start with the reason to change
You need a different research surface, assistant workflow, or governance boundary and can score the same questions independently of brand or social distribution.
Current reference: Grok profile
Alternative product fits
AI answer engine
Perplexity
Visible open-web sources are the main requirement for the research workflow.
Verify: Citation entailment, source authority, coverage, access dates, contradictory evidence, and reproducibility.General AI assistant
ChatGPT
A general assistant spanning research, analysis, and drafting belongs in the candidate set.
Verify: Exact product surface, model, web tools, sources, data controls, and unsupported-claim rate.General AI assistant
Gemini
A Google-facing general assistant or research surface is relevant to the team.
Verify: Exact surface, model, source behavior, account boundary, administrator controls, and result repeatability.General AI assistant
Claude
Document-centered analysis and long-form synthesis are material evaluation tasks.
Verify: Sources or files provided, citation behavior, model and surface, account controls, and human review effort.Switching checklist
- Define the allowed corpus and the authority level expected for material claims.
- Use the same dated questions and source expectations for every candidate.
- Review citation presence, source authority, entailment, coverage, and inaccessible sources separately.
- Test permission boundaries and missing-answer behavior before connecting private material.
- Keep an editorial reviewer and a recheck date for time-sensitive conclusions.
Sources checked
Open the original pages before relying on a time-sensitive product decision.