- Visibility20
- Citations2
- Sentiment50
- Site quality87
- AI readiness7
AI assistants name Bain & Company in 21.7% of answers, which is more frequent than the typical company in its sector at 5%. Its overall score is 32 out of 100, ranking 1,018th of 2,047 companies. The company's website passes 1 out of 14 technical checks for readiness for AI tools.
We asked 15 unbranded questions about the industrial market: none named Bain & Company. AI assistants named it in 13 of 60 answers (21.7%). The typical industrial company is named in 5.0% of answers. By how often it is named, Bain & Company ranks 23 of 246 in its sector.
Every dot is a company in the study. Hover one to see it; click to open its report.
This companySame sectorEvery other companyNever named
Five parts, each scored out of 100.
How often AI assistants name the company
How often AI uses the company's own website as a source
How positively AI describes the company
How well built the website's own pages are
How easily AI tools can read and use the website
Visibility is calculated from the answers on this page. How the score is built.
246 companies in this sector. The line on each bar is the typical company.
An answer that names the company
“Differences between boutique and large management consulting firms for M&A advisory”
For M&A advisory, boutique and large management consulting firms offer distinct approaches, each with unique advantages and disadvantages. The choice between them often depends on the specific needs of the client, the complexity and size of the deal, and the desired level of specialization and personalized attention.
Here's a breakdown of the key differences:
1. Specialization and Expertise
Boutique Firms: These firms are typically smaller and focus on specific industries, niches, or types of consulting, such as M&A advisory. This specialization allows them to offer deep expertis …
The AI’s answer as we received it, shortened and not checked for accuracy.
How the mentions in these answers were split between this company and its rivals
Answers naming it, out of answers received
What this website publishes for an AI agent to read, use and buy from, on a scale of six levels.
- 0
- 1
- 2
- 3
- 4
- 5
Level 1: Basic web presence. Two of robots.txt, a sitemap and Link headers are in place.
- Content Signals
Show every check, for your technical teamHide the checks
- study: 92.0%robots.txtPassed
A valid robots.txt with crawl rules at the site root.
- study: 86.8%SitemapPassed
An XML sitemap listing the pages, ideally referenced from robots.txt.
- study: 0.3%Link headersNot met
Send Link headers such as rel="api-catalog" or rel="describedby" on the homepage.
- study: 5.5%DNS for AI DiscoveryNot present
Advertise agent endpoints with SVCB records under _agents.
- study: 1.9%Markdown negotiationNot met
Return a markdown version when asked with Accept: text/markdown, for example at the CDN.
- study: 25.1%llms.txtPassed
An llms.txt that tells language models what the site offers.
- study: 93.4%AI bot rulesPartly met
Add explicit robots.txt groups for the main AI crawlers.
- study: 1.4%Content SignalsNot met
Add a Content-Signal line for search, ai-input and ai-train to robots.txt.
- study: 0.2%Web Bot AuthNot present
Only relevant if you run your own agents or crawlers: publish a signing key directory.
- study: 0.3%API CatalogNot met
List public APIs in a linkset at /.well-known/api-catalog.
- study: 11.8%OAuth discoveryNot met
Publish OpenID Connect or OAuth server metadata under /.well-known.
- study: 10.3%OAuth Protected ResourceNot met
Serve protected resource metadata at /.well-known/oauth-protected-resource.
- study: 0.0%auth.mdNot met
Publish an auth.md describing how agents sign in.
- study: 0.2%MCP Server CardNot met
Offer an MCP server and publish its server card under /.well-known.
- study: 0.1%A2A Agent CardNot met
Publish an agent card at /.well-known/agent-card.json.
- study: 0.2%Agent SkillsNot met
Publish a skills index with the main tasks agents can do.
- study: 33.7%WebMCPCould not check
Register key actions such as search or cart as WebMCP tools.
- study: 0.1%ARD manifestNot met
Publish an ai-catalog.json listing every agent interface.
Score 36 of 100 · 97% of checks could run · checked on October 5, 2026 · www.bain.com · 2,047 companies scanned
1 of 14 passed. This list is for your technical team. The percentage is how many companies in the study pass each check.
These 14 checks ran during the audit and are what the AI readiness part of the overall score counts. The scan above ran later and is stricter on Link headers and Markdown, so a check can pass here and not there.
Show the 14 checksHide them
- Not metrobots.txt publishedstudy: 85.0%
- Not metXML sitemapstudy: 73.2%
- Not metHTTP Link headers (RFC 8288)study: 29.0%
- Not metMarkdown content negotiationstudy: 8.3%
- Not metllms.txt publishedstudy: 21.7%
- PassedToken budget (page weight)study: 95.2%
- Not metExplicit AI bot rulesstudy: 13.0%
- Not metAPI Catalog (.well-known/api-catalog)study: 0.2%
- Not metOAuth Authorization Server discoverystudy: 10.1%
- Not metOAuth Protected Resource discoverystudy: 9.3%
- Not metMCP Server Cardstudy: 0.0%
- Not metA2A Agent Cardstudy: 0.0%
- Not metWebMCP toolsstudy: 4.2%
- Not metAgent Skills declaredstudy: 0.0%
How many times each website was listed as a source in these answers
In the study as Large private companies.
- Differences between boutique and large management consulting firms for M&A advisory
- How to address lackluster results from a management consulting engagement
- Best management consulting options for digital transformation projects
- How can management consultants assist with post-merger integration challenges?
- Most reputable consulting approaches for enterprise digital innovation
- What are the top management consulting firms for corporate strategy in the US?
- How do management consulting project costs vary by industry focus?
- What are some in-house options instead of hiring an external management consulting firm?
- Is it worth hiring a management consulting firm for sustainable growth planning?
- Common reasons why management consulting recommendations fail to deliver impact
- Alternatives to traditional management consulting for strategy development
- What is the typical fee structure for management consulting firms in the US?
- Are management consulting services valuable for technology integration initiatives?
- When should a business use management consulting services for market entry strategy?
- Organizational effectiveness consulting vs. operational efficiency consulting—how do they compare?
Columns, left to right: OpenAI, Claude, Perplexity, Gemini. The AI assistants often disagree. Across the study, on 40% of the questions where a company is named, only one of the four names it.
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<a href="https://aeo-audit.rezolve.com/us/bain.com"><img src="https://aeo-audit.rezolve.com/us/badges/bain.com.svg" alt="Overall score 32 of 100, US AI Visibility Study 2026" width="280" height="64"></a>