Head to head · 2026
Elicit vs Consensus (2026): literature table or evidence snapshot?
Elicit wins when you have to extract columns from papers. Consensus wins a faster 'what do the papers say.' Pro on Elicit is $49 a user a month billed annually. Consensus dollars did not render as a static card.
Gregory Greenstein, Aiacent
- Published
- Updated
- Pricing verified
- 14 min read
- How we rank
At a glance
| Elicit | Consensus | |
|---|---|---|
| Score | 8.1/10 | 7.9/10 |
| Best for | Researchers and operators who need a first pass across academic papers, not a web brief. | People who need an evidence snapshot from research papers before they write the brief. |
| Skip if | You needed a cited snapshot of the public web (Perplexity) or a draft (ChatGPT). | You needed a full extraction table (Elicit) or a cited web pass (Perplexity). |
| The job | Best paper literature review | Best evidence snapshot from papers |
| From | Basic free; Pro $49/user/mo billed annually ($588/yr); Scale $169 ($2,028/yr) — elicit.com/pricing | Free is useful; Premium is the honest volume seat |
Elicit
8.1/10Best paper literature review
Literature review from papers — extract, compare, and do not pretend it read the PDF for you.
Elicit is the research tool we would hand someone who has to review a literature, not a landing page. You ask a question. You get a table of papers. You extract methods and findings into columns. That is a real 2026 job, and it is not Perplexity.
- Best for
- Researchers and operators who need a first pass across academic papers, not a web brief.
- Skip if
- You needed a cited snapshot of the public web (Perplexity) or a draft (ChatGPT).
Why it ranks
- The table of papers is the product — columns you asked for, not a chat dump
- Faster than opening forty PDFs when the job is 'what has been tried'
- Upload and extract is useful when the corpus is already on disk
Watch-outs
- It will still miss a paper, misread a method, and flatten a caveat. You still read
- Not a writer. The output is a research table, not a grant or a blog
- Wrong default if the question lives on the public web, not in journals
Product look · figure pending
Elicit
Best for. Researchers and operators who need a first pass across academic papers, not a web brief.
Skip if. You needed a cited snapshot of the public web (Perplexity) or a draft (ChatGPT).
No vendor screenshot until a rights-cleared file exists at public/figures/elicit.png. We do not hotlink app UIs.
Consensus
7.9/10Best evidence snapshot from papers
What do the papers say — a yes/no snapshot, not a literature review.
Consensus is the research tab we would open for a yes/no from the literature: does melatonin help, does this method show up, what do trials say. You get a short synthesis and a stack of papers. That is a snapshot. It is not Elicit's extraction table, and it is not Perplexity's web brief.
- Best for
- People who need an evidence snapshot from research papers before they write the brief.
- Skip if
- You needed a full extraction table (Elicit) or a cited web pass (Perplexity).
Why it ranks
- The consensus meter is honest about direction, not a fake certainty bar
- Faster than Elicit when the question is 'does this intervention show up in papers'
- Citations you can actually open — if you will
Watch-outs
- A snapshot is not a review. Do not cite the meter in a paper
- Coverage is papers, not the trade press or a 10-K. Wrong corpus, wrong tool
- Easy to treat a green meter as proof. It is a search result
Product look · figure pending
Consensus
Best for. People who need an evidence snapshot from research papers before they write the brief.
Skip if. You needed a full extraction table (Elicit) or a cited web pass (Perplexity).
No vendor screenshot until a rights-cleared file exists at public/figures/consensus.png. We do not hotlink app UIs.
Both products search papers. That is where the overlap ends, and it is why 'Elicit vs Consensus' is a bad 2026 question if you have not named the artifact. A table of methods and findings you will still screen, and a yes/no snapshot you will not paste into a paper, are different seats. Mixing them up is how a student buys Elicit Scale to answer one question — or cites a Consensus meter as a review.
This page is the two-way, winner by job. The research ranking is the scored table: Perplexity for the public web, Elicit for the literature table (8.1), Consensus for the snapshot (7.9), ChatGPT for the draft. Elicit prices below are from elicit.com/pricing, fetched 22 September 2026. Consensus.app/pricing the same day did not print static dollar cards — the page was a monthly/annual shell without numerals we could quote. We will not invent a Consensus sticker or a partner URL.
The public bills, in one place
| Plan | Price we could read | What it is |
|---|---|---|
| Elicit Basic | $0 | Limited Research Agent and reports. Unlimited search across 138 million+ papers, unlimited summaries, chat with papers, Zotero import. |
| Elicit Pro | $49/user/mo annual ($588/yr) | Systematic review workflow, screen 5,000 papers, 20 columns at a time, reports from up to 135 sources, 10 alerts, custom extractions, API. |
| Elicit Scale | $169/user/mo annual ($2,028/yr) | Higher usage, figures, live collaboration, 30 columns, admin. A team seat. |
| Elicit Enterprise | Custom | SSO, 40,000-paper screening, no training on your data by default. Sales. |
| Consensus Free / Premium | Confirm consensus.app/pricing | Our 22 September fetch did not render dollar cards. The product is still the snapshot, not the table. |
Winner by job
| If this is the research job | Buy | Skip |
|---|---|---|
| You must extract columns from papers and screen a set | Elicit — Basic to learn the table; Pro when the review is weekly | Consensus as a literature review |
| You need a fast read on whether papers point the same way | Consensus | Elicit Scale as a quicker meter |
| The question lives on the public web, not in journals | Neither — Perplexity | Either paper tool as a market brief |
| You needed a draft, a memo, or a grant | Neither — ChatGPT or Claude | A research tab as a writer |
| You will not open the PDF | Neither paid seat | A confident table of papers you will not read |
| A team has to collaborate in the extraction | Elicit Scale, if Pro already is the workflow | Consensus Teams as an Elicit costume |
Buy Elicit if you will build the table
Elicit earns the review seat when the artifact is columns: method, sample, finding, caveat. Basic is a real free search — unlimited paper search and summaries on the page we fetched, with limited agent and report usage. Pro at $49 a user a month billed annually is the systematic-review row: a workflow that can screen 5,000 papers, 20 columns at a time, alerts. That is a weekly job, not a curiosity. Scale at $169 is collaboration and figures. Skip Elicit if you wanted a paragraph. Skip it if you will not click through. A prettier extraction of a PDF you do not trust is still a miss.
- Best for: a literature pass you will still screen
- Skip if: you needed a snapshot, the web, or a draft
- Honest watch-out: Pro is $588 a year per user. Basic exists so you can learn that the table is the product
Buy Consensus if the question is 'what do papers say, quickly'
Consensus earns the snapshot: a short synthesis, a direction from the papers that matched, links you can open. It is faster than building an Elicit table when the decision is whether a claim even shows up. It is not a meta-analysis, and the meter is not a result you cite. Premium and Teams are subscriptions on the product we already review. We could not read a dollar on 22 September 2026. Do not let a missing sticker talk you into Elicit Pro for a yes/no.
Skip Consensus if you are running inclusion criteria. That is Elicit. Skip it if the corpus is a 10-K, a pricing page, or a competitor blog. That is Perplexity — ChatGPT vs Perplexity for research is the web two-way. Skip it if you needed the paragraph. The research ranking already said the word research does too much work.
Elicit is the table. Consensus is the snapshot. Perplexity is the web. Citing the wrong one is how a brief ships with a meter where a method should have been.— Aiacent, 2026
Verdict
Elicit if you will extract and screen — Basic to learn, Pro at $49/user/mo annual when it is weekly, Scale when a team edits the same table. Consensus if you need a fast paper snapshot and you will still open the PDF. Perplexity if the source is the web. ChatGPT or Claude if you needed a writer. Then read the research ranking if you want the four jobs in one table.