# Consensus vs Miros

Consensus records 6,014,388 monthly visits with -1.2% month-over-month growth and Freemium pricing. Miros records 1,899 monthly visits with -13.7% growth and Contact for Pricing pricing.

| Metric | [Consensus](https://openaitools.app/tool/consensus) | [Miros](https://openaitools.app/tool/miros) |
| :--- | :--- | :--- |
| Website URL | https://consensus.app | https://miros.ai |
| Categories | AI Search Engine, AI Research Tool, AI Papers, AI Article Summarizer | AI Search Engine, AI Shopping Assistant, AI Image Recognition, AI Marketing |
| Pricing Model | Freemium | Contact for Pricing |
| Monthly Visits | 6,014,388 | 1,899 |
| MoM Growth Rate | -1.2% | -13.7% |
| Primary Market | United States | United Kingdom |
| Direct Visits | 2,918,713 | 748 |
| Review Score | 4.7 | 4.3 |
| Saved Count | 31 | 4 |
| 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)

## Miros

Miros tackles a gap that traditional ecommerce search leaves wide open: shoppers in visual categories often cannot describe what they are looking for. For fashion, furniture, footwear and decor, most intent is expressed visually or through behaviour rather than keywords, so text-based search and filters miss the products a shopper would actually buy. Miros is built specifically for that situation.

The platform works in four stages. First, it extracts thousands of visual and semantic attributes from each product image without manual tagging. Next, it interprets behavioural signals — scroll velocity, clicks, dwell time and ignored items — to build a real-time preference profile for every visitor. It then resolves contradictory signals into one coherent profile, and finally feeds that single intent layer into every discovery surface on the site: search, browse, recommendations and shop-the-look.

Miros positions itself as complementary to existing search infrastructure rather than a replacement, working alongside tools like Algolia or Elasticsearch. It publishes results from randomised A/B tests across several retailers — including conversion and GMV uplift, higher average order value and improved repeat purchases — and integrates through JavaScript widgets or a GraphQL API, with the company stating it can go live in around two weeks. Pricing is enterprise and available on request.

**Pricing & Plans:** Contact for pricing. Miros is sold as an enterprise solution with a personalised demo on your own catalogue; there is no public self-serve plan. The vendor states the average sales cycle is about 36 days from demo to production.

- **Behaviour-based intent decoding:** Miros reads scroll velocity, clicks, dwell time and ignored items to build a real-time preference profile for each visitor, without asking them to describe what they want.
- **Automatic visual and semantic attributes:** The AI extracts thousands of visual and semantic attributes per product image, so catalogues do not need manual tagging to work with the platform.
- **One intent layer across every surface:** Contradictory signals are synthesised into a coherent profile that then powers search, browse, recommendations and shop-the-look together.
- **Wordless Search:** A single visual layer for ecommerce that lets shoppers discover products through images and behaviour rather than typed keywords.
- **Quick, modular integration:** Miros is delivered through lightweight JavaScript widgets or a GraphQL API and is designed to sit on top of your existing stack.

**Strengths:** Targets visual categories where keyword search and filters perform poorly; Works alongside existing search engines instead of forcing a replacement; Needs no manual product tagging thanks to automatic attribute extraction; Published case studies report measurable gains in conversion, GMV, AOV and repeat purchases

**Limitations:** Contact-for-pricing enterprise sales model, so there is no self-serve trial; Value depends on having enough shopper traffic for behavioural signals to work; Integrating an intent layer requires engineering effort even if deployment is quick; Reported uplift figures come from vendor-run A/B tests and should be validated on your own catalogue

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

## Frequently Asked Questions

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

Consensus has 6,014,388 monthly visits, while Miros has 1,899. 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%; Miros has -13.7%.

### 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. Miros: Contact for Pricing. Contact for pricing. Miros is sold as an enterprise solution with a personalised demo on your own catalogue; there is no public self-serve plan. The vendor states the average sales cycle is about 36 days from demo to production.

## 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 | [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 | [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) |
| 4 | [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) |
| 5 | [Accio](https://openaitools.app/tool/accio) | 2,766,312 | +8.3% | Freemium | Your agentic AI business team for global e-commerce and sourcing | [.md](https://openaitools.app/tool/accio.md) |
| 6 | [Gorgias](https://openaitools.app/tool/gorgias) | 2,660,498 | +2.4% | Contact for Pricing | Conversational AI and helpdesk built for ecommerce brands | [.md](https://openaitools.app/tool/gorgias.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-miros

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