Grid Dynamics Holdings
griddynamics.com · Technology · GDYN
Ranked 1,082 of 2,047 companies in the study
- Visibility5
- Citations0
- Sentiment50
- Site quality93
- AI readiness43
AI assistants rarely name Grid Dynamics Holdings, appearing in 2 out of 60 answers; they also name Cognizant and Slalom in those answers. Its overall score is 32 out of 100, ranking 1,082nd of 2,047 companies. The website passes 6 of 14 technical checks for AI tool readiness.
We asked 15 unbranded questions about the technology market: none named Grid Dynamics Holdings. AI assistants named it in 2 of 60 answers (3.3%). The typical technology company is named in 10.0% of answers. By how often it is named, Grid Dynamics Holdings ranks 200 of 273 in its sector.
Named fewer than three times in total. Read this as a sign that AI assistants rarely bring this company up, not as an exact comparison with its rivals.
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.
273 companies in this sector. The line on each bar is the typical company.
An answer that names the company
“Alternatives to enterprise-focused AI engineering for digital transformation projects”
If you want alternatives to enterprise-focused AI engineering for digital transformation, the strongest options are usually mid-market AI consultancies, AI-native boutiques, platform-led approaches, and workflow automation vendors rather than large enterprise services firms.
A practical way to think about the alternatives is:
Mid-market AI frameworks for organizations that want a lighter, more accessible path than full enterprise programs; one example is Andrew Ng’s AI Transformation Playbook, which is described as free, platform-independent, and practical for starting …
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 rulesPassed
Explicit robots.txt rules for AI crawlers such as GPTBot, ClaudeBot and PerplexityBot.
- 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 43 of 100 · 97% of checks could run · checked on October 5, 2026 · www.griddynamics.com · 2,047 companies scanned
6 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
- Passedrobots.txt publishedstudy: 85.0%
- PassedXML sitemapstudy: 73.2%
- PassedHTTP Link headers (RFC 8288)study: 29.0%
- Not metMarkdown content negotiationstudy: 8.3%
- Passedllms.txt publishedstudy: 21.7%
- PassedToken budget (page weight)study: 95.2%
- PassedExplicit 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%
This website sets rules for 9 AI crawlers by name. All others follow its general rules.
- GPTBot*partly
- ClaudeBot*partly
- Anthropic-AIpartly
- Google-Extended*partly
- Applebot-Extendedpartly
- Meta-ExternalAgentpartly
- FacebookBotpartly
- Bytespiderpartly
- CCBotpartly
- Diffbotpartly
- Omgilibotpartly
- OAI-SearchBot*partly
- Claude-SearchBot*partly
- PerplexityBot*partly
- Applebotpartly
- Amazonbotpartly
- YouBotpartly
- ChatGPT-User*partly
- Claude-User*partly
- Perplexity-User*partly
- 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.
How many times each website was listed as a source in these answers
In the study as US-listed.
- How do consulting rates for data and analytics strategy differ for large-scale businesses?
- What are the typical challenges when implementing data and analytics solutions at large organizations?
- How do enterprises overcome common roadblocks during AI-driven digital transformation projects?
- Where can US enterprises find consulting partners for agile digital product development?
- Alternatives to enterprise-focused AI engineering for digital transformation projects
- How do cloud and DevOps services improve scalability for large enterprise IT infrastructure?
- Should my company invest in digital engagement engineering services for customer experience improvement?
- Best AI and cloud engineering providers for Fortune 1000 organizations
- Examples of how AI-powered insights drive revenue in Fortune 1000 companies
- What are the top enterprise technology consulting firms for digital transformation in large businesses?
- How does enterprise AI engineering compare with standard cloud services consulting?
- Is enterprise-level AI consulting worth the investment for Fortune 1000 companies?
- What is the average cost for enterprise technology consulting for digital transformation in the US?
- What options exist for companies seeking customer experience solutions besides digital engagement services?
- AI consulting vs traditional digital transformation consulting: what's the difference for large enterprises?
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.