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Olo

olo.com · Travel · SHAK

Ranked 321 of 2,047 companies in the study

41Overall score
  • Visibility22
  • Citations1
  • Sentiment87
  • Site quality87
  • AI readiness29
What this means for Olo

AI assistants name Olo in 20% of answers, about as often as the typical company in its sector at 21.7%. Olo has an overall score of 41 out of 100, ranking 321st of 2,047 companies. Its website passes 4 of 14 technical checks for readiness with AI tools.

We asked 15 unbranded questions about the travel market: none named Olo. AI assistants named it in 12 of 60 answers (20.0%). The typical travel company is named in 21.7% of answers. By how often it is named, Olo ranks 40 of 75 in its sector.

Named by AI in
20.0%
12 of 60 answers
Share of mentions
26.1%
compared with 5 rivals
AI readiness
4/14
technical checks passed. Typical for its sector: 3
Rank in its sector
18 of 75
by overall score, where the typical travel company scores 37
How Olo compares with all 2,047 companies

Every dot is a company in the study. Hover one to see it; click to open its report.

This companySame sectorEvery other companyNever named

What makes up the score

Five parts, each scored out of 100.

Visibility
22

How often AI assistants name the company

Citations
1

How often AI uses the company's own website as a source

Sentiment
87

How positively AI describes the company

Site quality
87

How well built the website's own pages are

AI readiness
29

How easily AI tools can read and use the website

Visibility is calculated from the answers on this page. How the score is built.

Compared with travel

75 companies in this sector. The line on each bar is the typical company.

Overall score41
Ranks 18 of 75. Typical company: 37
Named in answers20%
Ranks 40 of 75. Typical company: 22%
AI readiness29
Ranks 16 of 75. Typical company: 21
What Gemini actually said

An answer that names the company

“Alternatives to all-in-one digital ordering platforms for restaurants with multiple locations”

For restaurants with multiple locations looking for alternatives to all-in-one digital ordering platforms, several options offer flexibility and control over their online presence and operations. These alternatives often focus on specific aspects like direct ordering, POS integration, or multi-location management, allowing restaurants to build a system that best suits their needs.

Here are some alternatives and key considerations:

1. Direct Online Ordering Platforms (Commission-Free or Subscription-Based):

These platforms allow restaurants to maintain their branding and customer data, of …

The AI’s answer as we received it, shortened and not checked for accuracy.

Also named
Toast29Olo15Square for Restaurants5Lunchbox3
Share of mentions

How the mentions in these answers were split between this company and its rivals

Toast
48.8%
Olo
29.3%
Square for Restaurants
14.6%
Lunchbox
7.3%
Xenial
0.0%
Revel Systems
0.0%
Which AI assistants named the company

Answers naming it, out of answers received

Gemini
3/15
Perplexity
3/15
Claude
3/15
OpenAI
3/15
Ready for AI agents

What this website publishes for an AI agent to read, use and buy from, on a scale of six levels.

  1. 0
  2. 1
  3. 2
  4. 3
  5. 4
  6. 5

Level 1: Basic web presence. Two of robots.txt, a sitemap and Link headers are in place.

To reach level 2:
  • Content Signals
Show every check, for your technical team
Discoverability
77 of 100
  • robots.txtPassed

    A valid robots.txt with crawl rules at the site root.

    study: 92.0%
  • SitemapPassed

    An XML sitemap listing the pages, ideally referenced from robots.txt.

    study: 86.8%
  • Link headersNot met

    Send Link headers such as rel="api-catalog" or rel="describedby" on the homepage.

    study: 0.3%
  • DNS for AI DiscoveryNot present

    Advertise agent endpoints with SVCB records under _agents.

    study: 5.5%
Content accessibility
0 of 100
  • Markdown negotiationNot met

    Return a markdown version when asked with Accept: text/markdown, for example at the CDN.

    study: 1.9%
  • llms.txtNot met

    Publish an llms.txt with a short summary and the key links.

    study: 25.1%
Bot access control
32 of 100
  • AI bot rulesPartly met

    Add explicit robots.txt groups for the main AI crawlers.

    study: 93.4%
  • Content SignalsNot met

    Add a Content-Signal line for search, ai-input and ai-train to robots.txt.

    study: 1.4%
  • Web Bot AuthNot present

    Only relevant if you run your own agents or crawlers: publish a signing key directory.

    study: 0.2%
APIs, auth and MCP
0 of 100
  • API CatalogNot met

    List public APIs in a linkset at /.well-known/api-catalog.

    study: 0.3%
  • OAuth discoveryNot met

    Publish OpenID Connect or OAuth server metadata under /.well-known.

    study: 11.8%
  • OAuth Protected ResourceNot met

    Serve protected resource metadata at /.well-known/oauth-protected-resource.

    study: 10.3%
  • auth.mdNot met

    Publish an auth.md describing how agents sign in.

    study: 0.0%
  • MCP Server CardNot met

    Offer an MCP server and publish its server card under /.well-known.

    study: 0.2%
  • A2A Agent CardNot met

    Publish an agent card at /.well-known/agent-card.json.

    study: 0.1%
  • Agent SkillsNot met

    Publish a skills index with the main tasks agents can do.

    study: 0.2%
  • WebMCPNot met

    Register key actions such as search or cart as WebMCP tools.

    study: 33.7%
  • ARD manifestNot met

    Publish an ai-catalog.json listing every agent interface.

    study: 0.1%

Score 24 of 100 · 100% of checks could run · checked on October 3, 2026 · www.olo.com · 2,047 companies scanned

See how every company did, and how this was measured.

The checks behind the AI readiness score

4 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 checks
Discoverability
  • Passedrobots.txt publishedstudy: 85.0%
  • PassedXML sitemapstudy: 73.2%
  • PassedHTTP Link headers (RFC 8288)study: 29.0%
Content Accessibility
  • Not metMarkdown content negotiationstudy: 8.3%
  • Not metllms.txt publishedstudy: 21.7%
  • PassedToken budget (page weight)study: 95.2%
Bot Access Control
  • Not metExplicit AI bot rulesstudy: 13.0%
API / Auth / MCP
  • 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%
What AI crawlers may read (robots.txt)

This website sets no rules for any AI crawler by name, like 84% of the websites whose rules we could read. Every AI crawler follows its general rules.

Training AI
  • GPTBotpartly
  • ClaudeBotpartly
  • Anthropic-AIpartly
  • Google-Extendedpartly
  • Applebot-Extendedpartly
  • Meta-ExternalAgentpartly
  • FacebookBotpartly
  • Bytespiderpartly
  • CCBotpartly
  • Diffbotpartly
  • Omgilibotpartly
AI search
  • OAI-SearchBotpartly
  • Claude-SearchBotpartly
  • PerplexityBotpartly
  • Applebotpartly
  • Amazonbotpartly
  • YouBotpartly
Answering questions
  • ChatGPT-Userpartly
  • Claude-Userpartly
  • Perplexity-Userpartly
  • DuckAssistBotpartly
  • MistralAI-Userpartly

Read from the website’s own rules file (robots.txt). An asterisk marks a crawler the file names. The rest follow its general rules. “Partly” means only some pages are blocked.

Websites the AI used as sources

How many times each website was listed as a source in these answers

get.chownow.com
31
restolabs.com
22
chowly.com
17
owner.com
14
squareup.com
12
paytronix.com
12
nrn.com
11
therestauranthq.com
11
sevenrooms.com
11
deliverect.com
9

In the study as Consumer brands.

Every question, and where the company came up (5 of 15)
QuestionOpenAIClaudePerplexityGemini
  • Alternatives to all-in-one digital ordering platforms for restaurants with multiple locations
  • Best restaurant technology tools for boosting sales and managing online orders across several locations
  • What are some non-integrated solutions for restaurant delivery and loyalty management?
  • How much do digital ordering and restaurant tech platforms typically cost for multi-location restaurants in the US?
  • What are common issues when integrating loyalty programs with restaurant ordering systems?
  • How can catering management be improved with a digital ordering platform at franchise locations?
  • Top restaurant technology solutions for increasing guest satisfaction in enterprise dining chains
  • What are the pricing tiers and fee structures for enterprise-grade restaurant ordering systems?
  • Ways to personalize the guest experience using integrated restaurant technology platforms
  • Is investing in an integrated digital ordering platform worth it for a growing restaurant brand?
  • How do unified restaurant technology platforms compare to standalone ordering systems for chain restaurants?
  • Digital ordering vs. in-person point-of-sale: Which is better for high-volume restaurant groups?
  • Why do some digital ordering platforms experience downtime, and how can this impact restaurant sales?
  • What are the best digital ordering platforms for multi-location restaurants looking to streamline operations?
  • What should multi-unit restaurant operators look for when choosing a restaurant technology provider?
named the companyanswered without naming itdid not answer

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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Overall score 41 of 100 badge for Olo

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