# Consensus vs Empathy

Consensus records 6,014,388 monthly visits with -1.2% month-over-month growth and Freemium pricing. Empathy records 10,729 monthly visits with -10.2% growth and Contact for Pricing pricing.

| Metric | [Consensus](https://openaitools.app/tool/consensus) | [Empathy](https://openaitools.app/tool/empathy-co) |
| :--- | :--- | :--- |
| Website URL | https://consensus.app | https://empathy.co |
| Categories | AI Search Engine, AI Research Tool, AI Papers, AI Article Summarizer | AI Search Engine, AI Sales, Large Language Models (LLMs) |
| Pricing Model | Freemium | Contact for Pricing |
| Monthly Visits | 6,014,388 | 10,729 |
| MoM Growth Rate | -1.2% | -10.2% |
| Primary Market | United States | Spain |
| Direct Visits | 2,918,713 | 8,298 |
| Review Score | 4.7 | 4.4 |
| Saved Count | 31 | 1 |
| 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)

## Empathy

Empathy targets the search and discovery layer of large e-commerce operations. Its Commerce Search product covers traditional keyword search and merchandising — the controls a retailer needs to shape which products appear and in what order — while its AI Search product adds shopper-intent understanding, related tags, next queries, related prompts, AI spell check and AI carousels on top. Underlying all of it is a unified index that lets keyword and AI-driven search operate as one system rather than two competing stacks.

The differentiator Empathy pushes hardest is ownership. Rather than a hosted black box, the platform is delivered as self-managed components that can run in-place within a customer's own cloud infrastructure, using privately hosted open-source models. The company frames this around three ideas: privacy, because shopper data does not leave the retailer's environment; factual accuracy, with published work on reducing hallucination in generative search; and explainability, so merchandisers can see why a result surfaced. Empathy also publishes research on the open-source models underpinning this, such as GLiNER-based NER work for retail and grocery catalogues.

On top of search, Empathy has moved into conversational discovery with AI Mode — a natural-language search experience with generated prompts aligned to brand voice, plus conversational analytics so teams can see how shoppers use it. Spaces by Empathy extends the same agentic AI beyond retail. The platform integrates natively with Adobe Commerce and VTEX, and serves verticals including grocery, pharmacy, fashion, beauty, electronics and wholesale, with customers reported as Kroger, Inditex and Carrefour and more than 3,000 brands worldwide. Pricing is not published; interested retailers contact the company.

**Pricing & Plans:** Contact for pricing. Empathy does not publish list prices on its website — enterprise retailers and platform partners are directed to a contact step to scope Commerce Search, AI Search or Spaces for their catalogue and infrastructure.

- **Self-managed Components (SmC):** The platform is delivered so that it can be run in-place inside your preferred cloud, rather than as a hosted black box owned by the vendor.
- **Commerce Search and merchandising:** Traditional search and merchandising controls let teams shape results precisely, covering the ranking, curation and boosting work retail catalogues demand.
- **AI Search with intent understanding:** Adds shopper-intent interpretation plus AI-generated related tags, next queries, related prompts, spell check and carousels to handle messy or vague queries.
- **AI Mode conversational discovery:** A natural-language search experience with generated prompts aligned to brand voice, plus conversational analytics on how shoppers interact with it.
- **In-house open-source models under EU governance:** Privately hosted open-source LLMs keep shopper data inside the retailer's environment and avoid dependence on third-party or big-tech model providers.

**Strengths:** Runs in the customer's own cloud with in-house open-source models, so shopper data stays put; Unified index treats keyword and AI search as one system rather than parallel stacks; Published, open research on the models behind it — unusual transparency for enterprise search; Native integrations with major commerce platforms and deep vertical coverage

**Limitations:** No public pricing, so evaluation requires contacting sales; Self-managed deployment means the customer carries infrastructure and operations responsibility; Too heavy and enterprise-oriented for small or mid-sized shops

[Profile (Markdown)](https://openaitools.app/tool/empathy-co.md)

## Frequently Asked Questions

### How do Consensus and Empathy compare in monthly traffic?

Consensus has 6,014,388 monthly visits, while Empathy has 10,729. 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%; Empathy has -10.2%.

### 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. Empathy: Contact for Pricing. Contact for pricing. Empathy does not publish list prices on its website — enterprise retailers and platform partners are directed to a contact step to scope Commerce Search, AI Search or Spaces for their catalogue and infrastructure.

## 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 | Real-time AI answer engine and research workspace combining live web citations with frontier reasoning models. | [.md](https://openaitools.app/tool/perplexity-ai.md) |
| 2 | [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) |
| 3 | [Chub](https://openaitools.app/tool/chub-ai) | 5,511,088 | -0.9% | Freemium | GenAI character hub for chatting, searching, and discovering AI personas | [.md](https://openaitools.app/tool/chub-ai.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 | [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) |
| 7 | [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) |
| 8 | [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) |
| 9 | [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) |
| 10 | [ResearchRabbit](https://openaitools.app/tool/researchrabbit) | 831,571 | +3.1% | Free | Excellent for visual citation mapping and literature discovery, but lacks automated paper Q&A and evidence synthesis. | [.md](https://openaitools.app/tool/researchrabbit.md) |

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Source: https://openaitools.app/compare/consensus-vs-empathy-co

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