# Consensus vs Filevine (LOIS)

Consensus records 6,014,388 monthly visits with -1.2% month-over-month growth and Freemium pricing. Filevine (LOIS) records 1,132,201 monthly visits with +16.2% growth and Contact for Pricing pricing.

| Metric | [Consensus](https://openaitools.app/tool/consensus) | [Filevine (LOIS)](https://openaitools.app/tool/demandsai) |
| :--- | :--- | :--- |
| Website URL | https://consensus.app | https://www.filevine.com |
| Categories | AI Search Engine, AI Research Tool, AI Papers, AI Article Summarizer | AI Contract Management, AI Legal Assistant, AI Summarizer |
| Pricing Model | Freemium | Contact for Pricing |
| Monthly Visits | 6,014,388 | 1,132,201 |
| MoM Growth Rate | -1.2% | +16.2% |
| Primary Market | United States | United States |
| Direct Visits | 2,918,713 | 201,415 |
| Review Score | 4.7 | 4.3 |
| Saved Count | 31 | 6 |
| Supported Platforms | Website | Website |

## Consensus

Consensus works like a scholarly search engine supercharged by AI. Instead of returning a flat list of PDFs, you ask a natural-language research question and Consensus extracts claims from relevant papers, then shows you what the studies actually find. A Consensus Meter summarizes the weight of evidence for yes/no questions, so you can see at a glance whether scientists largely agree, disagree, or remain divided.

The platform indexes hundreds of millions of peer-reviewed papers spanning medicine, biology, psychology, economics and more. Answers link straight back to the source studies, and you can filter by study design, journal quality, sample size and publication year to separate stronger evidence from weaker signals. Features like Deep Search, Topic Synthesis and Skills let researchers build a working knowledge base over time rather than starting from scratch on every query.

Consensus is designed for researchers, clinicians, students and analysts who need trustworthy signals from the scientific record without drowning in irrelevant results. A free tier gives limited AI-powered searches each month, while paid plans unlock unlimited use, advanced filters and deeper synthesis.

**Pricing & Plans:** Freemium. A free tier offers a limited number of AI-powered searches per month; paid individual plans unlock unlimited searches and advanced research features, with discounted student pricing and team/enterprise options.

- **Evidence-grounded answers:** Ask a research question in plain language and get answers synthesized from peer-reviewed studies, with each claim linked to its source paper.
- **Consensus Meter:** A visual summary shows how the scientific literature leans on a yes/no question, indicating agreement, disagreement or mixed evidence.
- **Powerful filters:** Narrow results by study design, sample size, journal quality, publication year and more to prioritize high-quality evidence.
- **Topic synthesis and Deep Search:** Aggregate findings across many studies into structured summaries that map what is known and where the gaps are.
- **Research workspace:** Save papers, organize sources and build a persistent knowledge base for literature reviews and ongoing projects.

**Strengths:** Answers cite real peer-reviewed papers, so claims are verifiable; Consensus Meter makes it easy to gauge scientific agreement at a glance; Rich filters help separate high-quality evidence from weaker studies; Fast, clean interface designed around research workflows

**Limitations:** Free tier caps the number of AI-assisted searches per month; Coverage is strongest for STEM and health fields, lighter for some humanities topics; It guides you toward sources but is not a substitute for reading full papers

[Profile (Markdown)](https://openaitools.app/tool/consensus.md)

## Filevine (LOIS)

Filevine is a case management platform built specifically for law firms, in-house counsel, and government legal teams. Core workflows cover document assembly and management, leads and client intake, matter management, billing and payments, contract management, depositions, analytics, signatures, and court timeline tracking, with integrations and APIs connecting the tools a firm already uses. Practice-area support spans personal injury, family law, mass torts, immigration, insurance defense, criminal defense, and estate planning.

Filevine's AI layer is branded LOIS, the Legal Operating Intelligence System. Rather than summarizing one document for one lawyer, LOIS Console runs agents across every matter in the firm, and is built on a structured legal graph derived from tens of millions of matters so answers trace back to sources of truth in the firm's own files. Capabilities include legal research, AI drafting, medical chronology (MedChron), contract management, and deposition work. The company emphasizes that actions are traceable, addressing the hallucination risk that legal teams worry about when adopting AI.

Pricing is not published; firms request a demo or a quote, and Filevine offers a free trial. The company sells primarily to law firms by size (solo through Big Law) and to public-sector legal offices.

**Pricing & Plans:** Contact for Pricing — Filevine does not publish list prices; firms request a demo or quote, and a free trial is offered.

- **Firm-wide AI agents:** LOIS Console runs AI agents across all matters in a firm, not just a single task for a single user, scaling the whole team.
- **Structured legal graph:** A data foundation built from tens of millions of matters lets AI read across a caseload and show what it did not find as well as what it did.
- **Read and write actions:** Agents act on matters — setting tasks, moving deadlines, generating documents — with every action traceable back to source.
- **Case management core:** Document assembly, intake, matter management, billing and payments, eSignatures, analytics, and court timeline tracking in one system.
- **Legal research and drafting:** Purpose-built research and drafting tools aimed at grounding output in trustworthy case law and firm context.

**Strengths:** Purpose-built for legal workflows rather than generic AI applied to law; AI grounded in the firm's own matters with traceable actions; Broad core platform covering intake through billing and analytics; Serves solo firms through large firms and government legal teams

**Limitations:** No public pricing; costs require a sales conversation; Migration from existing practice management systems takes planning; AI features depend on the quality and structure of firm data

[Profile (Markdown)](https://openaitools.app/tool/demandsai.md)

## Frequently Asked Questions

### How do Consensus and Filevine (LOIS) compare in monthly traffic?

Consensus has 6,014,388 monthly visits, while Filevine (LOIS) has 1,132,201. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

Consensus has a month-over-month growth rate of -1.2%; Filevine (LOIS) has +16.2%.

### How does pricing compare?

Consensus: Freemium. Freemium. A free tier offers a limited number of AI-powered searches per month; paid individual plans unlock unlimited searches and advanced research features, with discounted student pricing and team/enterprise options. Filevine (LOIS): Contact for Pricing. Contact for Pricing — Filevine does not publish list prices; firms request a demo or quote, and a free trial is offered.

## Alternatives

| # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| 1 | [Perplexity](https://openaitools.app/tool/perplexity-ai) | 88,310,223 | -3.7% | Freemium | Covers general web sources alongside academic papers, but lacks specialized scientific synthesis metrics and consensus ratings. | [.md](https://openaitools.app/tool/perplexity-ai.md) |
| 2 | [Thomson Reuters](https://openaitools.app/tool/thomson-reuters) | 17,919,413 | +5.5% | Contact for Pricing | Delivers authoritative reference content and legal research at scale, though with more traditional enterprise workflows. | [.md](https://openaitools.app/tool/thomson-reuters.md) |
| 3 | [Semantic Scholar](https://openaitools.app/tool/semantic-scholar) | 8,198,672 | +5.8% | Free | Completely free access to a massive scholarly index, but offers less automated natural-language evidence synthesis than Consensus. | [.md](https://openaitools.app/tool/semantic-scholar.md) |
| 4 | [Kagi Search](https://openaitools.app/tool/kagi-search) | 4,647,605 | +3.2% | Free Trial, Paid | A paid, ad-free search engine that answers to its users | [.md](https://openaitools.app/tool/kagi-search.md) |
| 5 | [SciSpace](https://openaitools.app/tool/scispace) | 4,464,111 | +8.6% | Freemium | Provides deeper PDF reading and interactive literature analysis tools, but is less focused on quick evidence aggregation. | [.md](https://openaitools.app/tool/scispace.md) |
| 6 | [Harvey](https://openaitools.app/tool/harvey-ai) | 1,832,998 | +26.1% | Contact for Pricing | Offers powerful enterprise-grade legal AI workspaces and regulatory research, but lacks built-in practice management workflows. | [.md](https://openaitools.app/tool/harvey-ai.md) |
| 7 | [Elicit](https://openaitools.app/tool/elicit) | 1,751,507 | +3.1% | Freemium | Performs advanced systematic review data extraction and evidence synthesis, but has a more complex interface than Consensus. | [.md](https://openaitools.app/tool/elicit.md) |
| 8 | [Jenni](https://openaitools.app/tool/jenni) | 1,498,133 | +5.2% | Freemium | The AI workspace where researchers read, write, and cite with every claim traceable to its source | [.md](https://openaitools.app/tool/jenni.md) |
| 9 | [Rayyan](https://openaitools.app/tool/rayyan) | 1,116,437 | +7.9% | Freemium | AI-assisted systematic review software for screening, extraction, and evidence synthesis at scale | [.md](https://openaitools.app/tool/rayyan.md) |
| 10 | [Scite](https://openaitools.app/tool/scite) | 841,974 | +1.1% | Free Trial, Contact for Pricing | Tracks how papers are cited with Smart Citations to gauge reliability, but features a less direct Q&A synthesis. | [.md](https://openaitools.app/tool/scite.md) |

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Source: https://openaitools.app/compare/consensus-vs-demandsai

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