AEOAEO / SOURCE-HTML TECHNICAL AUDIT

fieldnote-inventory.example

2026-10-16T06:19:23.836Z · completed · 2 pages checked

not_run

Scope and eligibility

Automated technical package eligible.

Discovered 2 pages. Crawl truncated: no. Maximum 20 pages. 0 fetch errors.

No AI visibility score is assigned from technical checks.

Prioritized findings

5 observations. An informational item is not automatically a defect.

warning · description_missing

Meta description is missing.

https://fieldnote-inventory.example/

Use a concise accurate description drawn from the visible page introduction.

Observed evidence
[
  {
    "sourceUrl": "https://fieldnote-inventory.example/",
    "field": "meta.description",
    "value": "",
    "sourceSha256": "da99cc0bfc55122c8d4bd0fa4261975341093d5cf830c02a44ebeada33bcd0e6"
  }
]

warning · canonical_missing

Canonical URL is missing.

https://fieldnote-inventory.example/

If this is the intended indexable URL, add an absolute self-referencing canonical. Confirm duplicate-page policy first.

Observed evidence
[
  {
    "sourceUrl": "https://fieldnote-inventory.example/",
    "field": "link.canonical",
    "value": null,
    "sourceSha256": "da99cc0bfc55122c8d4bd0fa4261975341093d5cf830c02a44ebeada33bcd0e6"
  }
]

info · jsonld_missing

No JSON-LD type was found in source HTML.

https://fieldnote-inventory.example/

Add only applicable structured data describing visible facts. Missing markup is not proof of missing AI visibility.

Observed evidence
[
  {
    "sourceUrl": "https://fieldnote-inventory.example/",
    "field": "jsonLdTypes",
    "value": [],
    "sourceSha256": "da99cc0bfc55122c8d4bd0fa4261975341093d5cf830c02a44ebeada33bcd0e6"
  }
]

warning · canonical_missing

Canonical URL is missing.

https://fieldnote-inventory.example/features/

If this is the intended indexable URL, add an absolute self-referencing canonical. Confirm duplicate-page policy first.

Observed evidence
[
  {
    "sourceUrl": "https://fieldnote-inventory.example/features/",
    "field": "link.canonical",
    "value": null,
    "sourceSha256": "302bce208176bb2d2160db49c08733a40e520200949036678e9c9e5854238b82"
  }
]

info · jsonld_missing

No JSON-LD type was found in source HTML.

https://fieldnote-inventory.example/features/

Add only applicable structured data describing visible facts. Missing markup is not proof of missing AI visibility.

Observed evidence
[
  {
    "sourceUrl": "https://fieldnote-inventory.example/features/",
    "field": "jsonLdTypes",
    "value": [],
    "sourceSha256": "302bce208176bb2d2160db49c08733a40e520200949036678e9c9e5854238b82"
  }
]

Business/content analysis

Status: not_run. The full product is not fulfilled by the basic technical report or heuristic content checklist.

A paid, evidence-grounded business/content analysis has not run. Basic technical checks and heuristic discovery do not fulfill the full product.

API answer observations

Three independent fresh API calls per question/configuration. A timestamped snapshot, not a longitudinal measurement or consumer-app ranking.

0/60 planned observations usable. Brand mentioned in 0/0 usable answers; owned domain cited in 0/0 usable answers. Missing, failed and unusable responses are excluded from those denominators. No visibility rate can be calculated.

Named API configurations are not equivalent to consumer ChatGPT or Perplexity applications. Repeated calls may share models, retrieval and caching; this is not a statistical independence claim.

Cost accounting

{
  "attempts": 0,
  "reservedUsd": 0,
  "providerReportedUsd": 0,
  "rateEstimatedUsd": 0,
  "unknownCostAttempts": 0
}

Provider-reported amounts and configured-rate estimates are separate, potentially incomplete figures. Reserved USD is a conservative dispatch budget, not an invoice or a provider-enforced billing cap.

openai_web_search · repeat 1 · not_run

What are the best inventory software options for independent retailers in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 1 · not_run

What are the best inventory software options for independent retailers in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 1 · not_run

Which inventory software companies serve India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 1 · not_run

Which inventory software companies serve India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 1 · not_run

How should independent retailers compare inventory software providers in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 1 · not_run

How should independent retailers compare inventory software providers in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 1 · not_run

Which inventory software providers are suitable for a small business in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 1 · not_run

Which inventory software providers are suitable for a small business in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 1 · not_run

What should buyers look for before choosing a inventory software provider?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 1 · not_run

What should buyers look for before choosing a inventory software provider?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 1 · not_run

What are common pricing models for inventory software in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 1 · not_run

What are common pricing models for inventory software in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 1 · not_run

Which inventory software providers explain their services clearly online?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 1 · not_run

Which inventory software providers explain their services clearly online?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 1 · not_run

What questions should independent retailers ask a inventory software provider?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 1 · not_run

What questions should independent retailers ask a inventory software provider?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 1 · not_run

Which inventory software providers have useful public evidence of their work?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 1 · not_run

Which inventory software providers have useful public evidence of their work?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 1 · not_run

What alternatives should independent retailers consider when evaluating inventory software in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 1 · not_run

What alternatives should independent retailers consider when evaluating inventory software in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 2 · not_run

What are the best inventory software options for independent retailers in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 2 · not_run

What are the best inventory software options for independent retailers in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 2 · not_run

Which inventory software companies serve India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 2 · not_run

Which inventory software companies serve India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 2 · not_run

How should independent retailers compare inventory software providers in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 2 · not_run

How should independent retailers compare inventory software providers in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 2 · not_run

Which inventory software providers are suitable for a small business in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 2 · not_run

Which inventory software providers are suitable for a small business in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 2 · not_run

What should buyers look for before choosing a inventory software provider?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 2 · not_run

What should buyers look for before choosing a inventory software provider?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 2 · not_run

What are common pricing models for inventory software in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 2 · not_run

What are common pricing models for inventory software in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 2 · not_run

Which inventory software providers explain their services clearly online?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 2 · not_run

Which inventory software providers explain their services clearly online?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 2 · not_run

What questions should independent retailers ask a inventory software provider?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 2 · not_run

What questions should independent retailers ask a inventory software provider?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 2 · not_run

Which inventory software providers have useful public evidence of their work?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 2 · not_run

Which inventory software providers have useful public evidence of their work?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 2 · not_run

What alternatives should independent retailers consider when evaluating inventory software in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 2 · not_run

What alternatives should independent retailers consider when evaluating inventory software in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 3 · not_run

What are the best inventory software options for independent retailers in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 3 · not_run

What are the best inventory software options for independent retailers in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 3 · not_run

Which inventory software companies serve India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 3 · not_run

Which inventory software companies serve India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 3 · not_run

How should independent retailers compare inventory software providers in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 3 · not_run

How should independent retailers compare inventory software providers in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 3 · not_run

Which inventory software providers are suitable for a small business in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 3 · not_run

Which inventory software providers are suitable for a small business in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 3 · not_run

What should buyers look for before choosing a inventory software provider?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 3 · not_run

What should buyers look for before choosing a inventory software provider?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 3 · not_run

What are common pricing models for inventory software in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 3 · not_run

What are common pricing models for inventory software in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 3 · not_run

Which inventory software providers explain their services clearly online?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 3 · not_run

Which inventory software providers explain their services clearly online?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 3 · not_run

What questions should independent retailers ask a inventory software provider?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 3 · not_run

What questions should independent retailers ask a inventory software provider?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 3 · not_run

Which inventory software providers have useful public evidence of their work?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 3 · not_run

Which inventory software providers have useful public evidence of their work?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

openai_web_search · repeat 3 · not_run

What alternatives should independent retailers consider when evaluating inventory software in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

perplexity_agent · repeat 3 · not_run

What alternatives should independent retailers consider when evaluating inventory software in India?

Scheduled: 2026-10-16T06:19:23.841Z. Observed: not run. Model: unmeasured. Service tier: unknown.

Reason: Illustrative demo: no provider request was sent.

No usable answer is supplied for this observation.

Buyer-content coverage

Rule-based discovery of buyer-answer content in the fetched source HTML. Presence is not a quality endorsement; absence is only not observed within this crawl. No language model judged the business.

These are content observations and conditional opportunities, separate from technical failures. The signup/payment journey was not tested.

source_wording_observed

Audience or use-case wording

Source: records for independent retailers Fieldnote Inventory helps small shops keep stock records, follow purchase orders and prepare reorder lists. The service is designed for independent retailers who currently maintain inventory in spreadsheets

not_observed_in_crawl

Pricing or quote information

Publish a real price, pricing range or clear quote process, including relevant taxes and commitments. Do not invent a price.

source_wording_observed

Delivery, process or scope wording

Source: locations, users and onboarding work before buying. A delivery date, service terms and final price need to be agreed in that quote. Better business outcomes are n

not_observed_in_crawl

Contact route

Add a public contact route appropriate to this business.

not_observed_in_crawl

Links to customer proof or independent evidence

If verified customer evidence exists and can be published, link it. Otherwise state the current evidence limits; do not turn examples into testimonials.

not_observed_in_crawl

Public policy links

For a paid self-serve offer, provide applicable terms, privacy, delivery and refund information before checkout. This is a publishing prompt, not legal advice.

not_observed_in_crawl

Self-serve purchase route

If the intended offer is self-serve, publish a clear signup, checkout and delivery path. Enquiry-only sites may be intentional.

Implementation files

Downloadable files have not been installed on the website.

Measured resource use

{
  "measured": {
    "crawlRequests": 4,
    "bytesRead": 2841,
    "durationMs": 16,
    "providerCalls": 0,
    "providerCostUsd": 0
  },
  "estimates": null
}

Limitations