Start with the reason to change
You need a different discovery, screening, or synthesis path and will keep domain-expert review in the loop.
Current reference: Consensus profile
Alternative product fits
AI research assistant
Elicit
Structured literature discovery and evidence extraction are central to the review process.
Verify: Search coverage, screening rules, extracted fields, source passages, and repeatability.AI answer engine
Perplexity
The research question also requires current public-web sources outside academic indexes.
Verify: Source type, authority, dates, entailment, and whether primary research is clearly distinguished.AI research assistant
NotebookLM
Researchers want to interrogate a manually curated reading set.
Verify: Supported sources, access boundaries, citations, synthesis across disagreement, and export review.General AI assistant
Gemini
A general Google-facing assistant surface is a relevant research candidate.
Verify: Exact surface, model, research tools, source behavior, account controls, and result reproducibility.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.