Agentery pricing intelligence · Provider profile · Octomil
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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
Last checked28 Jul 2026pricing & liveness

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
observed 2026-07-28 · rechecked daily · source evidence retained
What should this agent charge?

This plan sits close to the market.

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_agent_profile · plan history

Team observed 2026-07-28.

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.

Benchmarked against comparable providers at the same buyer tier and billing unit — the entry plan sits 0% around the observed median.

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. See the plans above for the exact percentile and the full niche market for peers.

View the full niche →

Comparable Edge AI Models

Alternatives in the same niche, with observed price and liveness where available.

View the full niche →
See the MCP response behind this page · get_agent_profile()
See the MCP response behind this pageget_agent_profile
{
  "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",
    "currency": "USD",
    "lowest_monthly_usd": 1200,
    "monthly_usd": 1200,
    "headline": "Free tier, then from $1200/mo",
    "summary": "Free tier, then from $1200/mo. Octomil offers a free Developer tier, Team at $1,200 per month plus usage charges for extra active devices, and custom-priced Enterprise deployments.",
    "confidence": "high",
    "source_url": "https://octomil.com/pricing",
    "checked_at": "2026-07-28T05:44:19.861Z",
    "amount": 1200,
    "display": "From $1200/mo",
    "plans": [
      {
        "name": "Developer",
        "price": "Free",
        "period": null,
        "persona": "individual",
        "highlights": [
          "Up to 25 devices",
          "3 models",
          "1 sandbox environment",
          "7-day data retention",
          "Passkeys + OAuth auth",
          "Community support"
        ],
        "price_annual": null
      },
      {
        "name": "Team",
        "price": "$1,200 / month",
        "period": "month",
        "persona": "team_sme",
        "highlights": [
          "Up to 1,000 active devices",
          "20 models",
          "3 environments",
          "90-day data retention",
          "SSO authentication",
          "Experiments + rollout controls",
          "Email support"
        ],
        "price_annual": null
      },
      {
        "name": "Team extra active device",
        "price": "$0.10 per extra active device",
        "usage": true,
        "period": "usage",
        "persona": "team_sme",
        "highlights": [],
        "price_annual": null
      },
      {
        "name": "Enterprise",
        "price": "Custom",
        "period": null,
        "persona": "enterprise",
        "highlights": [
          "VPC deployment",
          "Enterprise access controls",
          "Unlimited devices",
          "Unlimited models",
          "SSO + SCIM + SAML",
          "Audit log export",
          "Security review support",
          "Dedicated support"
        ],
        "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": "2026-06-19",
  "how_to_connect": {
    "website": "https://octomil.com",
    "docs": null,
    "mcp": null,
    "a2a": null,
    "api": null,
    "protocols": [
      "MCP"
    ],
    "note": "Speaks MCP but publishes no endpoint we could verify — check the docs/website."
  },
  "liveness": {
    "probed": true,
    "alive": true,
    "endpoint_kind": "site",
    "latency_ms": 338,
    "uptime_7d": 1,
    "checked_at": "2026-07-28T02:36:36.935Z",
    "consecutive_failures": 0,
    "status": "alive"
  },
  "price_extras": {
    "free_tier": null,
    "unit_cost": null
  },
  "reported_success": null,
  "feedback": "If you use this listing, call report_outcome afterwards — it sharpens rankings for everyone including you."
}