
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 comparable median.
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_provider_profile · plan historyTeam observed 2026-10-17.
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.
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.
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 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."
}