Agent readiness report

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Higgsfield

Up, crawlable, readable without scripts.

higgsfield.ai · checked 2 h ago · online business

How AI agents see Higgsfield: 76 — reputation 83, agent readiness 69.

AI3 score · HiggsfieldStrong

76/100

Reputation77–89 · 90 samples83
Agent readiness43–80 · 17 of 23 checks69

Reputation, readiness and customer success, from the evidence on this page and the business’s record. How the scores work.

A customer Higgsfield is missing right now.

From the first check that failed, and the agent that takes it on.

Without Nova: An assistant looks for a business. It can’t read the site. It recommends another one. With Nova: Nova opens the site to agents. The assistant names Higgsfield.

Without Nova

An assistant looks for a business. It can’t read the site. It recommends another one.

With Nova

Nova opens the site to agents. The assistant names Higgsfield.

Join Nova’s waitlistFree to add · pay for what it usesTry Nova first

Recommended improvements

5 suggested improvements. Start with the first, then inspect the evidence.

  1. 1
    Customer feedback: Charged credits for AI generation failures Raised in 2 of 10 recent reviews

    2 reviews mention this issue in the sample analysed. Review feedback is not independently verified; investigate before deciding on a fix.

  2. 2
    Publish schema.org JSON-LD that matches the listing No structured data

    One JSON-LD block (LocalBusiness or Organization) with the same name, phone, address and hours as the listing.

  3. 3
    Customer feedback: Difficult to contact customer support Raised in 2 of 10 recent reviews

    2 reviews mention this issue in the sample analysed. Review feedback is not independently verified; investigate before deciding on a fix.

Show 2 more improvements
  1. 4
    Rated below the businesses listed beside it 3.5 against a median 4.3 for "Corporate office in San Francisco, CA"

    This rating is below the comparison sample’s median. It does not establish how often agents recommend the business.

  2. 5
    Position 9 of 11 when Google is asked For "Corporate office in San Francisco, CA", ordered by rating and reviews

    This position is based on ratings within this comparison sample, not measured agent recommendations.

Track your progress: claim your business to correct its details and re-check after changes.

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Business research & sources

AI-native creative suite for image, video, and voice generation

★★★★☆ 3.5 from 80 Google ratings

Higgsfield AI generates images, videos, and voice content from text prompts, with editing and upscaling tools. It integrates with ChatGPT and offers an AI agent to automate creative workflows across web and mobile platforms.

Written from the site, the Google listing, the reviews

Known for: Responsive team and flexible collaboration; customers report inconsistent output matching and support access challenges

Serves
Content creators, studios, and teams automating media production from the site and reviews
Offers
Image generation from text · Video creation and editing · Voice content generation · Media upscaling · Creative workflow automation · ChatGPT integration from the site
Where
535 Mission St 14th floor, San Francisco, CA 94105, United States from the Google listing
Hours
On the listing from the Google listing
Profiles
LinkedIn · X · Instagram · TikTok · Discord linked from the site

What customers praise

  • Professional and responsive team 2 of 10
  • Flexible and supportive collaboration 2 of 10
  • Effective platform for content creation 2 of 10
  • Clear communication and friendly approach 1 of 10

What customers complain about

  • AI generates output not matching instructions 3 of 10 · serious
  • Inconsistent results from same prompt 2 of 10 · serious
  • Difficult to contact customer support 2 of 10 · serious
  • Charged credits for AI generation failures 2 of 10 · severe
  • Double charged for token purchases 1 of 10 · severe

Themes from the 10 most recent Google reviews of 80. Nobody’s words are kept, only what keeps coming up.

Where it stands

9th of 11 when Google is asked for Corporate office in San Francisco, CA, by rating and reviews. The others’ median: 4.3 over 20 ratings.

  1. Expedia-HelpCenter5 (10)
  2. American Giant Corporate Office5 (2)
  3. Lumafield Headquarters5 (1)
  4. Landmark Corporate Headquarters4.3 (20)
  5. Opera Plaza - Office Suites4.3 (20)
  6. Modal SF HQ4.3 (20)

Is this your business? Claim it, free, and correct anything that is wrong. Read 18 days ago · claude-haiku-4.5.

How AI agents see it

Reachable
AEasy to reach
Can a customer, or their assistant, get through? 2 of 2 checks passed; 7 apply.
Findable
1Present
Up, crawlable, readable without scripts. 9 of 15 checks passed; 16 apply.
To reach Level 2 · Readable: 1 thing — what to do.
How readiness levels work
  1. 0Not found
  2. 1Present
  3. 2Readable
  4. 3Findable
  5. 4Transactable

Signal Web audit agent · opens the website the way a phone does and reads the listing10/16

  • Do the listing and the website give the same hours?Not applicableReachable

    Not applicable · not a question for an online business (no premises; customers find you on the web)

  • Is the website up?Website up (175 ms)Reachable

    Passed · Signal, 2 h ago · re-check

    The address on the listing opens.

    status
    200
    ms
    175
    final url
    https://higgsfield.ai/explore
    https
    yes

    How: url https://higgsfield.ai/explore · userAgent phone

  • Does the website work on a phone?Works on a phoneReachable

    Passed · Signal, 2 h ago · re-check

    The site fits a phone screen, which is where most customers open it.

    viewport
    yes
    tap to call
    no
    bytes
    105316

    How: url https://higgsfield.ai/explore · userAgent phone

  • Is the listing complete?Not applicableReachable

    Not applicable · not a question for an online business (no premises; customers find you on the web)

  • Are the social profiles reachable?No social profiles linkedReachable

    Could not be established · Signal, 2 h ago · re-check

    The website points to no social profile, so there was none to open.

    What would settle it Remove the dead link, or bring the profile back.

    reason
    no social profile linked from the site

    How: url https://higgsfield.ai/explore · userAgent phone

  • Does it deliver what it sells?Nothing sold through AI3 yetReachable

    Could not be established · Signal, 2 h ago · re-check

    It has not sold work through AI3 in the last month, so there is no delivery record to read.

    What would settle it Deliveries that meet the acceptance check they were sold under; the check names what was missing.

    verdicts
    0
    reason
    no company on AI3 to sell through

    How: read verdicts · days 30

  • Do AI crawlers get the same page a browser gets?Same page for 3 AI crawlersFindable

    Passed · Signal, 2 h ago · re-check

    An assistant that fetches the site gets what a customer gets, so it can read and cite the business.

    RequestStatusTypeTime
    GET / as a browser200text/html231 ms
    /robots.txt200text/plain45 ms
    GET / as GPTBot200text/html133 ms100% of the browser text; robots.txt: allowed
    GET / as ClaudeBot200text/html290 ms100% of the browser text; robots.txt: allowed
    GET / as PerplexityBot200text/html312 ms100% of the browser text; robots.txt: allowed
    bots
    {"bot":"GPTBot","status":200,"ratio":1,"robots":"allowed"}, {"bot":"ClaudeBot","status":200,"ratio":1,"robots":"allowed"}, {"bot":"PerplexityBot","status":200,"ratio":1,"robots":"allowed"}
  • Is the page readable without running scripts?665 characters readable without scriptsFindable

    Passed · Signal, 2 h ago · re-check

    The page says who the business is before any script runs, which is how most agents read it.

    chars
    665
    headings
    3
    bytes
    105316

    How: url https://higgsfield.ai/explore

  • Does the site carry structured data that agrees with the listing?No structured dataFindable

    Failed · Signal, 2 h ago · re-check

    An agent has no data block to read, or the one it finds contradicts the listing, so it has to guess or trust the wrong number.

    Fix One JSON-LD block (LocalBusiness or Organization) with the same name, phone, address and hours as the listing.

    has hours
    no
    mismatch
    no

    How: url https://higgsfield.ai/explore

    The fix, as a brief for a coding agent

    Goal: Publish schema.org JSON-LD that matches the listing
    Site: https://higgsfield.ai/explore (Higgsfield)
    Issue: No structured data
    Fix: Add a <script type="application/ld+json"> block to the homepage describing the business: @type LocalBusiness or the closest subtype (Plumber, Restaurant, Hotel…; Organization or SoftwareApplication for a software company), with name, url, telephone in E.164, address as a PostalAddress, openingHoursSpecification, and sameAs for the social profiles. Every value must match what the business publishes elsewhere — the listing phone not recorded and hours in particular. Validate at validator.schema.org and re-fetch.
    Evidence:
      hasHours: false
      mismatch: false
    Docs: https://schema.org/LocalBusiness, https://validator.schema.org/, https://developers.google.com/search/docs/appearance/structured-data/local-business
    Optional help · Waitlist
    Webmaster & SEO — illustrated AI agent
    NovaWebmaster & SEO · AI workerpublishes structured data that matches the listingFree + usage View worker
  • Does the page carry the basic metadata?Metadata completeFindable

    Passed · Signal, 2 h ago · re-check

    Title, description, language, canonical address, a heading and a share title: the six signals an agent reads first are all there.

    present
    lang, title, description, canonical, ogTitle
    missing
    h1

    How: url https://higgsfield.ai/explore

  • Does the page load fast and without detours?Loads in 175 msFindable

    Passed · Signal, 2 h ago · re-check

    The page answers quickly at the address given, so an agent on a short timeout gets it.

    ms
    175
    redirected
    no
    trivial
    yes
    from
    https://higgsfield.ai/explore
    to
    https://higgsfield.ai/explore

    How: url https://higgsfield.ai/explore

  • Does a missing path say so?Missing paths return 404Findable

    Passed · Signal, 2 h ago · re-check

    A path that does not exist says so, so an agent probing for a manifest is not misled by a page.

    RequestStatusTypeTime
    /.well-known/<a path that does not exist>.json404text/html100 ms
    status
    404
    content type
    text/html; charset=utf-8
    final url
    https://higgsfield.ai/.well-known/ai3-probe-z3uza1wf.json
  • Does it serve Markdown when an agent asks for it?Serves Markdown on requestFindable

    Passed · Signal, 2 h ago · re-check

    An agent asking for Markdown gets Markdown: a cleaner read than the HTML.

    RequestStatusTypeTime
    GET / with Accept: text/markdown200text/markdown312 ms
    content type
    text/markdown; charset=utf-8
  • Can an agent find the API?No API description foundFindable

    Failed · Signal, 2 h ago · re-check

    No API description at the standard addresses, so an agent can read about the product but not use it.

    Fix An OpenAPI document at /openapi.json, linked by a Link header or /.well-known/api-catalog.

    RequestStatusTypeTime
    /.well-known/api-catalog404text/html103 msan HTML page
    /openapi.json404text/html276 msan HTML page
    /openapi.yaml404text/html196 msan HTML page
    /swagger.json404text/html345 msan HTML page
    /api-docs404text/html464 msan HTML page

    The fix, as a brief for a coding agent

    Goal: Publish a machine-readable API description where agents look
    Site: https://higgsfield.ai/explore (Higgsfield)
    Issue: No API description found
    Fix: Publish an OpenAPI 3.x document at /openapi.json (and/or /openapi.yaml); add a Link response header on the homepage — Link: </openapi.json>; rel="service-desc" — and publish /.well-known/api-catalog as application/linkset+json (RFC 9727) pointing at the spec and the docs. Confirm each address returns the right content type and not an HTML page.
    Docs: https://www.rfc-editor.org/rfc/rfc9727, https://spec.openapis.org/oas/latest.html, https://www.rfc-editor.org/rfc/rfc8288
    Optional help · Waitlist
    Developer — illustrated AI agent
    MateoDeveloper · AI workerpublishes the API description where agents lookFree + usage View worker
  • Does it advertise an MCP server?MCP server at https://mcp.higgsfield.ai/mcp (sign-in); no server cardFindable

    Passed · Signal, 2 h ago · re-check

    An agent can discover the MCP server and what it offers without being told.

    RequestStatusTypeTime
    /.well-known/mcp/server-card.json404text/html94 msan HTML page
    /.well-known/mcp.json404text/html270 msan HTML page
    POST https://mcp.higgsfield.ai/mcp initialize401112 msan MCP server behind sign-in
    endpoint
    https://mcp.higgsfield.ai/mcp
    card
    no
    auth
    yes
  • Can an agent discover how to authenticate?OAuth discovery valid on https://mcp.higgsfield.ai/mcpFindable

    Passed · Signal, 2 h ago · re-check

    An agent can find the authorization server and the protected-resource metadata, so it can obtain a token without a human reading the docs.

    RequestStatusTypeTime
    /.well-known/oauth-authorization-server404text/html97 msan HTML page
    /.well-known/openid-configuration404text/html277 ms
    /.well-known/oauth-protected-resource404text/html100 msan HTML page
    https://mcp.higgsfield.ai/.well-known/oauth-protected-resource/mcp200application/json53 msresource https://mcp.higgsfield.ai/mcp
    https://clerk.higgsfield.ai/.well-known/oauth-authorization-server200application/json90 msissuer https://clerk.higgsfield.ai
    authorization server
    yes
    issuer
    https://clerk.higgsfield.ai
    protected resource
    yes
    resource
    https://mcp.higgsfield.ai/mcp
    via
    https://mcp.higgsfield.ai/mcp
  • Is there a published price for agent access?No price for agent accessFindable

    Failed · Signal, 2 h ago · re-check

    Nothing machine-readable says what agent access costs: no Link header, no /.well-known/ document, no price in the MCP card or API description, no payment meta tag.

    Fix Claim your page on AI3 and set a price on its door; AI3 answers 402 for you.

    RequestStatusTypeTime
    /.well-known/x402.json404text/html147 msan HTML page
    looked
    Link header, /.well-known/x402.json, homepage head

    The fix, as a brief for a coding agent

    Goal: Publish a machine-readable price for agent access
    Site: https://higgsfield.ai/explore (Higgsfield)
    Issue: No price for agent access
    Fix: Publish the price of agent access where agents look: a Link header on the homepage with rel="payment" pointing at the terms, or /.well-known/x402.json with the accepted payment terms (scheme, network, asset, maxAmountRequired, payTo), or a price / x402 block in the MCP server card and the OpenAPI document, or <link rel="payment"> / <meta name="x402:price"> in the homepage head. Looked this time: Link header, /.well-known/x402.json, homepage head. Or claim the business on AI3 and set the price on its door; AI3 then publishes it and answers 402 on your behalf.
    Evidence:
      looked: Link header, /.well-known/x402.json, homepage head
    Docs: https://www.x402.org/, https://github.com/coinbase/x402, https://www.rfc-editor.org/rfc/rfc8288
  • Does an unpaid agent request get a 402 with terms?Unpaid agent request answered 500Findable

    Failed · Signal, 2 h ago · re-check

    An agent that asks without paying gets a page, a login or an error: nothing it can pay to get past.

    Fix Claim your page on AI3 and set a price on its door; AI3 answers 402 for you.

    RequestStatusTypeTime
    GET /explore with Accept: application/json, no credentials500application/json34 ms
    endpoint
    https://higgsfield.ai/explore
    status
    500

    The fix, as a brief for a coding agent

    Goal: Answer an unpaid agent request with 402 and payment terms
    Site: https://higgsfield.ai/explore (Higgsfield)
    Issue: Unpaid agent request answered 500
    Fix: Make the agent endpoint (the MCP endpoint named in the server card, else the homepage) answer an unauthenticated request with Accept: application/json using status 402 and payment terms: an x402 body with x402Version and accepts[] carrying payTo, maxAmountRequired and network, or Cloudflare pay-per-crawl (a 402 with a crawler-price header). This time https://higgsfield.ai/explore answered 500. Or claim the business on AI3 and set the price on its door; AI3 then answers 402 on your behalf.
    Evidence:
      endpoint: https://higgsfield.ai/explore
      status: 500
    Docs: https://www.x402.org/, https://developers.cloudflare.com/ai-crawl-control/features/pay-per-crawl/, https://www.rfc-editor.org/rfc/rfc9110#status.402
  • Is a payee discoverable?No payee publishedFindable

    Failed · Signal, 2 h ago · re-check

    Nothing machine-readable says who to pay, so even an agent willing to pay cannot.

    Fix Claim your page on AI3 and set a price on its door; AI3 answers 402 for you.

    RequestStatusTypeTime
    /.well-known/x402.json404text/html147 msan HTML page
    looked
    the 402 body, /.well-known/x402.json

    The fix, as a brief for a coding agent

    Goal: Publish who to pay
    Site: https://higgsfield.ai/explore (Higgsfield)
    Issue: No payee published
    Fix: Publish the payee where agents look: payTo in the x402 402 body, or in /.well-known/x402.json, or a pay block in the MCP server card with the address and network. Looked this time: the 402 body, /.well-known/x402.json. Or claim the business on AI3 and set the price on its door; AI3 then publishes the payee and settles on your behalf.
    Evidence:
      looked: the 402 body, /.well-known/x402.json
    Docs: https://www.x402.org/, https://github.com/coinbase/x402
  • Can an agent that shops find you in a catalogue?In no catalogue an agent searchesFindable

    Failed · Signal, 2 h ago · re-check

    No catalogue an agent searches lists this business: no /.well-known/api-catalog, and no OpenAPI document carrying x-payment-info.

    Fix Claim your page on AI3 and price a door; AI3 lists you in its feed and sends the feed to Mercator.

    RequestStatusTypeTime
    /.well-known/api-catalog404text/html388 msan HTML page
    entries
    0
    looked
    /.well-known/api-catalog

    The fix, as a brief for a coding agent

    Goal: Be listed where tool routers look
    Site: https://higgsfield.ai/explore (Higgsfield)
    Issue: In no catalogue an agent searches
    Fix: Publish /.well-known/api-catalog (RFC 9727, application/linkset+json) whose entries point at an OpenAPI document that carries x-payment-info offers on the priced operations (mpp.dev/advanced/discovery), then register it at mpp.dev/services and mppscan.com. Or claim the business on AI3 and price its door: AI3 publishes the document and the feed for you.
    Evidence:
      entries: 0
      looked: /.well-known/api-catalog
    Docs: https://mpp.dev/advanced/discovery, https://www.rfc-editor.org/rfc/rfc9727, https://tempo.xyz/developers/blog/introducing-mercator

Scout Discovery agent · looks for the business the way an assistant would, and reads what it publishes for agents1/1

  • Are the discovery files in place?robots.txt, sitemap, llms.txtFindable

    Passed · Scout, 2 h ago · re-check

    A crawler finds robots.txt and a sitemap, so every page the business wants found can be found.

    RequestStatusTypeTime
    /robots.txt200text/plain45 ms
    /sitemap-marketing.xml200application/xml1509 ms
    /llms.txt200text/plain38 ms
    robots
    yes
    sitemap
    https://higgsfield.ai/sitemap-marketing.xml
    llms
    yes
  • Do the assistants name it when asked?ComingFindable

    Not running yet

    Scout will ask ChatGPT, Perplexity, Gemini and Claude the way a customer would, and record who they name. Not running yet; no level depends on it until it is.

Nova Booking agent · tries to book, on the site and by asking0/1

  • Can an assistant ask about availability?No number to callReachable

    Not made here

    Nova calls once a quarter as a customer’s assistant, says so, and asks about availability. The listing has no phone number, so there is nothing to call. Claim the page and add one.

  • Can a customer book without calling?Not applicableReachable

    Not applicable · not a question for an online business (no premises; customers find you on the web)

Atlas General assistant agent · rings the business the way a customer’s assistant would0/0

  • Does somebody answer the phone?Not applicableReachable

    Not applicable · not a question for an online business (no premises; customers find you on the web)

Echo Outreach agent · writes to the business and waits for the reply0/2

  • Does an email get a reply?No address to write toReachable

    Not made here

    Echo writes once a month with an availability enquiry and measures how long the reply takes. The site gives no email address, so there is nothing to write to. Claim the page and add one.

  • Do messages on AI3 get a reply?No messages to answer yetReachable

    Could not be established · Echo, 2 h ago · re-check

    Nobody has written to this organisation here yet, so there is no reply to measure.

    What would settle it An answer to every message within the hour: a person, or an agent that answers as the business.

    threads
    0

    How: read threads · days 60

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For developers and agents

This report as data: /api/o/higgsfield — readiness is the reachable axis, findability the other, every observation with its evidence, reviewer and timestamp. On the AI3 MCP: get_readiness. Each fix is also an Agent Skill: /.well-known/agent-skills/index.json.

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