
Octomil
manages, optimizes, and deploys machine learning models to edge devices with automated hardware-aware configurations and routing
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
Official Octomil links
Pricing & plans
Observed public pricing for Octomil, benchmarked against comparable providers. Plans, tiers, history and scenario below.
$1200 /mo
This plan sits close to the market.
Comparison withheld: no comparable Team flat cohort in edge-ai-models. A flat plan is only benchmarked against flat peers in the same niche.
Why Agentery reaches that view
price_benchmarkComparison withheld — no matching-unit cohort.
get_agent_profile · plan historyTeam observed 2026-07-28.
pricing recommendationWithheld — unit mismatch.
confidenceSource page rechecked daily.
Test a different price for this plan.
Move the proposed monthly price. Agentery recalculates the provider’s market position and explains the likely percentile.
Is Octomil good value?
How its price compares with genuinely comparable providers.
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.
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.



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."
}