AI-Readiness Grade
intercom.com
Score: 88/100
- AI crawlers can reach you
- Snippet eligible
- AI can read your content
AI-READY
AI engines can read you and know who you are. You're built to be recommended.
This is a machine-readability / answer-readiness check: can AI crawlers read your page, is it structured the way AI answers favor, and does AI seem to know your brand. It measures the on-page factors you control — it is NOT a complete AI-citation prediction (off-page authority and third-party mentions also matter heavily) and not a live multi-engine citation score (that's measured separately).
Recommendation receipt
AI named you.
We asked Claude for the best best customer support and help desk software and it named Intercom (position 3) among ZendeskFreshdeskHubSpot Service HubJira Service ManagementGroove.
# Best Customer Support and Help Desk Software 1. **Zendesk** — Comprehensive platform with strong ticketing, AI features, and multi-channel support. 2. **Freshdesk** — User-friendly interface, good value for money, works well for small to mid-size teams. 3. **Intercom** — Excellent for in-app messaging and customer communication with modern UI. 4. **HubSpot Service Hub** — Integrates well wit…
Indicative, not definitive: this is a single run of one AI engine (Claude). AI answers vary run-to-run, so absence here means you're not reliably surfaced for this question — not that you're never recommended. The tracked, multi-engine, multi-run version is paid monitoring.
Your Playbook
Ranked by evidence and impact -- not by what's easy to sell.
The 2 fixes that matter most.
- AI crawlers can't read most of your contentOn your site
~9215 characters of text — readable, but thin; more substantive content helps.
AI crawlers don't run JavaScript; client-side-injected content is invisible to them. Server-render or pre-render key content.
Strong: 500M+ fetch study — AI crawlers don't execute JS.
- No visible freshness datesOn your site
No visible freshness/last-updated dates.
AI retrieval favors recent content; expose accurate last-updated dates.
Expose a last-updated date (replace the date with your real one)
<script type="application/ld+json"> {"@context":"https://schema.org","@type":"WebPage","dateModified":"YYYY-MM-DD"} </script>Moderate: AI-cited content skews recent.
Agent-Readiness
A 88/100Can AI agents act on your site?
Can AI agents -- not just answer engines -- find, read, call, and buy from you? Anchored to shipping standards (AI crawlers, MCP, NLWeb, ACP/AP2).
- AI search/agent crawlers are allowed.
- Sitemap declared in robots.txt.
- ~9215 characters of text — readable, but thin; more substantive content helps.
Increase server-rendered text.
- Strong semantic/landmark structure — agentic browsers read the accessibility tree.emerging standard
- Structured data present and typed.
Live probe for MCP, OpenAPI, A2A agent card & NLWeb endpoints -- part of the full agent audit.
Live probe for product feeds & agentic checkout (ACP/AP2) -- part of the full agent audit.
The full Agent-Readiness audit probes your live MCP / agent-card / checkout surfaces -- part of paid monitoring.
Agent Task Replay
Can an AI agent complete a sale on intercom.com?
Here is what Agent Task Replay reveals (example below). Run it on intercom.com with Pro.
Agent Task Replay
ExampleCan an AI agent actually use acme.com?
We pointed a synthetic buyer agent at acme.com and at HubSpot, gave each the same five tasks, and recorded exactly where the agent could and could not get through.
claude-haiku-4-5 + opus-judge · 1280x800 · chromium-122 · prompt v1 · 2026-06-20
Task board
Tap a row to replay
Transcript
- 01navigate to homeacme.com/Landing page loaded. Top nav lists Product, Solutions, Pricing, Docs.
- 02click 'Pricing'acme.com/Followed the 'Pricing' nav link toward the pricing page.
- 03land on pricingacme.com/pricingPage rendered three plan columns: Starter, Team, Enterprise.
- 04read pricingacme.com/pricingEvery plan shows 'Contact sales' and 'Custom pricing'. No dollar figure appears anywhere in the page text.
Why it stopped
The team-plan price sits behind a 'Contact sales' wall, so an AI agent answering a buyer cannot quote you a price.
Evidence (page text)“Pricing: Custom. Contact our sales team for a quote.”
Side by side
Example run shown. Live runs for your site begin with Pro.
Strong signals
The signals AI engines actually use to find and read you. These carry the most weight.
- AI crawlers can reach you
AI retrieval crawlers (ChatGPT, Perplexity, Google) are allowed — good.
- Snippet eligible
Indexable and snippet-eligible.
- AI can read your content
~9215 characters of text — readable, but thin; more substantive content helps.
Add more substantive server-rendered text.
- Content AI loves to quote
Strong AI-friendly content: stats, quotes, and citations AI engines love to quote.
- AI knows you as an entity
Your brand has a Wikidata/Wikipedia entity — AI models are far more likely to know you.
Moderate signals
Helpful supporting signals.
- Freshness signals
No visible freshness/last-updated dates.
Expose dateModified / last-updated dates — AI retrieval favors recent content.
- Sitemap discoverable
Sitemap declared in robots.txt.
Minor signals
Hygiene and informational items -- included for completeness, low or zero weight.
- Structured datahygiene -- not a ranking factor
Structured data present (good hygiene; most AI engines don't read JSON-LD, but it helps entity disambiguation).
- /llms.txt presentinformational -- not a ranking factor
/llms.txt is informational only — major AI engines do not currently use it (it does not affect this grade).
Competitor share-of-voice
Who does AI recommend instead?
Track over time
Want your grade tracked over time? Leave your email — we'll tell you when monitoring opens for your site.
This is one read, once. The moving line is where the value lives.
Embed your badge
Show your grade on your site.
An SVG badge you can drop into your footer or README.
This free grade shows your readiness diagnosis only. Measured citation share-of-voice, competitor rankings, and trends over time are part of paid monitoring -- never faked here.