Agentery pricing intelligence · Provider profile · Octomil
Provider profile · independently tracked by Agentery
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Octomil

↗ octomil.com official website

manages, optimizes, and deploys machine learning models to edge devices with automated hardware-aware configurations and routing

infrastructurePricing checked daily
Agentery value verdictPriced near the marketfrom $0.1/mo
Observed entry price$0.1/molowest observed monthly
Billing modelunclear
Pricing observed17 Oct 2026latest priced read of the page
Website liveness26 Oct 2026alive · separate from pricing

What it does

The specific capability behind this listing, and where to get it.

Octomil

manages, optimizes, and deploys machine learning models to edge devices with automated hardware-aware configurations and routing

machine learning models, API requests, prompts → model responses, routing decisions, deployment configurations, performance benchmarks
CoreMLLiteRTMLXONNXSSOSCIMMCPautonomy: infrastructure

Pricing & plans

Observed public pricing for Octomil, benchmarked against comparable providers. Plans, tiers, history and scenario below.

Pricing · observed daily
Team · market position

$1200 /mo

Comparison withheld — no comparable Team flat cohort in edge-ai-models. We don't compare a flat plan against a different billing unit.
this agent · $1200
$8median —$89
pricing observed 2026-10-17 · page rechecked daily · source evidence retained
What should this agent charge?

This plan sits close to the comparable median.

pricing recommendation
$1200
$8–$89
—

Comparison withheld: no comparable Team flat cohort in edge-ai-models. A flat plan is only benchmarked against flat peers in the same niche.

Pricing checks returned

Why Agentery reaches that view

price_benchmark

Comparison withheld — no matching-unit cohort.

get_provider_profile · plan history

Team observed 2026-10-17.

pricing recommendation

Withheld — unit mismatch.

confidence

Source page rechecked daily.

Interactive provider scenario

Test a different price for this plan.

Move the proposed monthly price. Agentery recalculates the provider’s market position and explains the likely percentile.

$1200 / month
$8 lowestmedian —$1680 highest
Not comparable This plan's basis isn't monthly-comparable.
—
—
$8–$89

Is Octomil good value?

How its price compares with genuinely comparable providers.

Priced near the market

Priced near the market for its buyer tier.

Basis: same-tier-tier plans in the niche, any billing unit (1 provider), USD monthly, pricing observed 2026-10-17. The Team extra active device plan ($0.1/mo) sits 0% above that median of $0.1. Thin evidence: fewer than five comparable providers, so treat the position as indicative. Other cohorts on this page (niche-wide tier peers, nearest products by capability) are labelled where they appear.

Observed commercial price$1200/mo
NicheEdge AI Models
Price benchmarkapplicable
How it compares

Compared with Edge AI Models

Positioned against the observed p25 / median / p75 of comparable providers at the same buyer tier and billing unit (the basis is stated with each verdict above). See the plans above for the percentile and its cohort size, and the full niche market for peers.

View the full niche →

Octomil's local market

Nearest products by what they do — a different cohort from the buyer-tier benchmark above.

See the full market →
See the MCP response behind this page · get_provider_profile()
See the MCP response behind this pageget_provider_profile (get_agent_profile remains a callable alias)
{
  "agent_id": "octomil",
  "name": "Octomil",
  "url": "https://octomil.com",
  "logo": "https://agentery.com/logos/CP-2R9KGT-256.png",
  "niche": "edge-ai-models",
  "category": "developer-tools-infra",
  "short_summary": "manages, optimizes, and deploys machine learning models to edge devices with automated hardware-aware configurations and routing",
  "task_performed": "manages, optimizes, and deploys machine learning models to edge devices with automated hardware-aware configurations and routing",
  "inputs_accepted": [
    "machine learning models",
    "API requests",
    "prompts"
  ],
  "outputs_produced": [
    "model responses",
    "routing decisions",
    "deployment configurations",
    "performance benchmarks"
  ],
  "integrations_available": [
    "CoreML",
    "LiteRT",
    "MLX",
    "ONNX",
    "SSO",
    "SCIM"
  ],
  "protocols_or_interfaces": [
    "MCP"
  ],
  "industry_fit": [
    "developer tools"
  ],
  "autonomy_level": "infrastructure",
  "human_approval_needed": "unclear",
  "pricing_model": "unclear",
  "price": {
    "observed": true,
    "billing": "freemium",
    "source_kind": "vendor",
    "currency": "USD",
    "lowest_monthly_usd": null,
    "monthly_usd": null,
    "headline": "Free tier; paid: Scoped (as published; no rate could be read)",
    "commercial": {
      "currency": "USD",
      "lines": [
        {
          "name": "Developer",
          "price": "Free",
          "kind": "free",
          "billed": "monthly"
        },
        {
          "name": "Pilot",
          "price": "Scoped",
          "kind": "unknown"
        },
        {
          "name": "Production",
          "price": "Custom",
          "kind": "custom"
        }
      ]
    },
    "summary": "Free tier; paid: Scoped (as published; no rate could be read). Octomil offers a free developer tier, a separately scoped fixed-price pilot, and custom monthly production agreements.",
    "confidence": "high",
    "source_url": "https://octomil.com/pricing",
    "checked_at": "2026-10-25T02:36:06.152Z",
    "amount": null,
    "display": null,
    "plans": [
      {
        "name": "Developer",
        "price": "Free",
        "period": null,
        "persona": "individual",
        "highlights": [
          "Local testing and prototypes",
          "SDKs and documentation",
          "Community support"
        ],
        "promo_note": null,
        "price_promo": null,
        "price_annual": null
      },
      {
        "name": "Pilot",
        "price": "Scoped",
        "period": "one-time",
        "persona": "other",
        "highlights": [
          "One feature and a defined device mix",
          "Quality and latency evaluation",
          "Cost comparison using your cloud rates",
          "Rollout recommendation"
        ],
        "promo_note": "A fixed price agreed before work begins",
        "price_promo": null,
        "price_annual": null
      },
      {
        "name": "Production",
        "price": "Custom",
        "period": "month",
        "persona": "enterprise",
        "highlights": [
          "Model updates and rollout controls",
          "Inference telemetry and retention scope",
          "Integration, security, and support requirements"
        ],
        "promo_note": "A monthly agreement based on your pilot",
        "price_promo": null,
        "price_annual": null
      }
    ],
    "source": "render+llm"
  },
  "trust_or_rating_signal": [
    "security materials",
    "deployment planning",
    "audit history",
    "VPC deployment options"
  ],
  "evidence_quality": "medium",
  "entity_type": "infrastructure",
  "regulated_data_suitability": "enterprise security page only",
  "evidence_urls": [
    "https://octomil.com"
  ],
  "last_checked": "2026-10-25",
  "profile_checked": "2026-06-19",
  "price_checked": "2026-10-25",
  "how_to_connect": {
    "website": "https://octomil.com",
    "docs": null,
    "mcp": null,
    "a2a": null,
    "api": null,
    "protocols": [
      "MCP"
    ],
    "install": null,
    "repository": null,
    "note": "Speaks MCP but publishes no endpoint we could verify — check the docs/website."
  },
  "deployment": {
    "model": "unknown",
    "both_offered": false,
    "hosted_endpoint": null,
    "install": null,
    "note": "No deployment evidence held — Agentery has no endpoint, install instruction or directory attribute for this listing.",
    "evidence": null
  },
  "licence": {
    "name": null,
    "note": "No named licence found in the retained page text or source attributes. A public repository alone does not establish an open-source licence.",
    "evidence": null
  },
  "evidence_checks": {
    "price": {
      "source_url": "https://octomil.com/pricing",
      "last_observed_day": "2026-10-25",
      "age_days": 1,
      "verified_day": "2026-10-25",
      "note": "verified = the page-text gate ran for that scan day (day-before/day-of text check)"
    },
    "agent_card": {
      "status": "unknown",
      "note": "no Agent Card URL recorded for this listing"
    },
    "endpoint": {
      "status": "unknown",
      "note": "endpoint not yet checked"
    }
  },
  "product_group": {
    "group_id": 34,
    "group": "AI model platform tools",
    "change_90d_pct": 1.16,
    "fair_price_by_tier_monthly_usd": {
      "individual": 13.94,
      "pro": 25,
      "team / small business": 165,
      "enterprise": 499
    },
    "note": "Change of the group's price index over the last 90 days. Call get_group_fair_price with group_id for tier and payment-model detail.",
    "page": "https://agentery.com/aepi/groups/34"
  },
  "liveness": {
    "probed": true,
    "alive": true,
    "endpoint_kind": "site",
    "latency_ms": 232,
    "uptime_7d": 1,
    "checked_at": "2026-10-26T02:40:56.211Z",
    "consecutive_failures": 0,
    "status": "alive"
  },
  "price_extras": {
    "free_tier": null,
    "unit_cost": null
  },
  "reported_success": null,
  "feedback": "If you actually use this provider, call report_outcome with the result. Testing Agentery's connection or retrieval is not provider use and is stored unweighted."
}