Enterprise AI Platform
Query this niche via MCP
niche_report({ niche: "enterprise-ai-platform" })Agents · median
$143/mo
MCP servers · median
All plans — Agents vs MCPs
each dot = one provider · log scaleAgents $143
clarista · $3
Ara Hub · $11
timbal · $29
Ai Agent Advisor Maybe · $130
zbrain · $999
Connectify Executive Copilot · $3,000
Bailian Cli · $0
Portkey Ai · $49
Imagga Beam · $50
Ara Hub · $74
Dust Tt · $82
timbal · $113
Ara Hub · $143
corebase · $164
timbal · $384
Ai Agent Advisor Maybe · $465
Querypie Ai · $650
zbrain · $999
Imagga Beam · $3,990
Connectify Executive Copilot · $6,000
$5
$10
$25
$50
$100
$250
$500
$1,000
$2,500
AgentsMCP serversshaded = middle half · line = median
All plans
20 pricedProvidervs its cohort medianMonthly
Bailian Cliagent
$0 below
claristaagent
$3 below
Ara Hubagent
$11 below
timbalagent
$29 below
Portkey Aiagent
$49 below
Imagga Beamagent
$50 below
Ara Hubagent
$74 below
Dust Ttagent
$82 below
timbalagent
$113 below
Ai Agent Advisor Maybeagent
$130 ~median
Ara Hubagent
$143 ~median
corebaseagent
$164 above
timbalagent
$384 above
Ai Agent Advisor Maybeagent
$465 above
Querypie Aiagent
$650 above
zbrainagent
$999 above
zbrainagent
$999 above
Connectify Executive Copilotagent
$3,000 above
Imagga Beamagent
$3,990 above
Connectify Executive Copilotagent
$6,000 above
Position is relative to the provider's own delivery-type median at this tier — never a blended one.
This page is the human view of the MCP answer. The same structured `niche_report` / `price_benchmark` an agent receives over MCP or REST.
niche_reportprice_benchmark
See the MCP response behind this pageniche_report
{
"niche": "enterprise-ai-platform",
"parent_sector": "developer-tools-infra",
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"confidence": "insufficient",
"reason": "Fewer than three comparable priced MCP servers are available."
}
},
"recommended_cohort": null,
"recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
"fallback_context": null,
"context_note": null
},
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"price": "Custom",
"monthly_usd": null
},
{
"provider": "ara_hub",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Contact us",
"monthly_usd": null
},
{
"provider": "clarista",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Talk to us",
"monthly_usd": null
},
{
"provider": "corebase",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Custom",
"monthly_usd": null
},
{
"provider": "dust_tt",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Talk to sales",
"monthly_usd": null
},
{
"provider": "imagga_beam",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Custom",
"monthly_usd": null
},
{
"provider": "portkey_ai",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Custom Pricing",
"monthly_usd": null
},
{
"provider": "querypie_ai",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Let's Talk",
"monthly_usd": null
},
{
"provider": "rownd",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Contact us",
"monthly_usd": null
},
{
"provider": "rownd",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Contact us",
"monthly_usd": null
},
{
"provider": "rownd",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Contact us",
"monthly_usd": null
},
{
"provider": "timbal",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Custom",
"monthly_usd": null
},
{
"provider": "trelent",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Custom (tied to business metrics)",
"monthly_usd": null
},
{
"provider": "writer",
"tier": "individual",
"billing": "unspecified_period",
"unit": "flat",
"price": "14-day free trial",
"monthly_usd": null
},
{
"provider": "writer",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Contact sales",
"monthly_usd": null
},
{
"provider": "zbrain",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Book a demo",
"monthly_usd": null
}
]
}
],
"coverage": {
"priced_providers": 19,
"normalized_observations": 32,
"comparable_providers": 13,
"strict_cohorts": 4,
"exclusion_reasons": {
"unrankable_or_unparseable": 2,
"ambiguous_cadence": 16,
"one_time": 2,
"range": 1,
"usage_not_monthly": 5,
"free_or_zero": 1
}
}
}
},
"billingMix": {
"freemium": 9,
"contact_sales": 9,
"one-time": 2,
"subscription": 6,
"usage": 2,
"free": 2
},
"freeTierShare": 0.37,
"medianLowestUsd": 41.34
},
"movement": {
"niche": "enterprise-ai-platform",
"sector": "developer-tools-infra",
"pricedNow": 14,
"pairs": 14,
"repriced": [
{
"handle": "token4ai_cloud",
"from": 1.25,
"to": 1.24,
"pct": -0.8
},
{
"handle": "ai_agent_advisor_maybe",
"from": 132.33,
"to": 131.45,
"pct": -0.7
},
{
"handle": "timbal",
"from": 29.2,
"to": 29.02,
"pct": -0.6
},
{
"handle": "dust_tt",
"from": 28.04,
"to": 27.86,
"pct": -0.6
}
],
"newlyPriced": [],
"droppedFromPriced": [],
"likeForLikePct": -0.2,
"kind": "repricing",
"narrative": "Genuine repricing: 4 agents repriced — all down (avg -0.2%)."
},
"index_series": {
"series": [
{
"day": "2026-08-01",
"index": 101.972,
"pairs": 25,
"dayChangePct": 0
},
{
"day": "2026-08-02",
"index": 101.972,
"pairs": 26,
"dayChangePct": 0
},
{
"day": "2026-08-03",
"index": 101.972,
"pairs": 24,
"dayChangePct": 0
},
{
"day": "2026-08-04",
"index": 101.972,
"pairs": 24,
"dayChangePct": 0
},
{
"day": "2026-08-05",
"index": 101.972,
"pairs": 28,
"dayChangePct": 0
},
{
"day": "2026-08-06",
"index": 101.972,
"pairs": 24,
"dayChangePct": 0
},
{
"day": "2026-08-07",
"index": 101.972,
"pairs": 24,
"dayChangePct": 0
},
{
"day": "2026-08-08",
"index": 101.972,
"pairs": 24,
"dayChangePct": 0
},
{
"day": "2026-08-09",
"index": 101.972,
"pairs": 24,
"dayChangePct": 0
},
{
"day": "2026-08-10",
"index": 101.972,
"pairs": 26,
"dayChangePct": 0
},
{
"day": "2026-08-11",
"index": 101.972,
"pairs": 26,
"dayChangePct": 0
},
{
"day": "2026-08-12",
"index": 101.972,
"pairs": 26,
"dayChangePct": 0
},
{
"day": "2026-08-13",
"index": 101.972,
"pairs": 23,
"dayChangePct": 0
},
{
"day": "2026-08-14",
"index": 101.972,
"pairs": 21,
"dayChangePct": 0
},
{
"day": "2026-08-15",
"index": 101.972,
"pairs": 21,
"dayChangePct": 0
},
{
"day": "2026-08-16",
"index": 101.972,
"pairs": 21,
"dayChangePct": 0
},
{
"day": "2026-08-17",
"index": 101.972,
"pairs": 21,
"dayChangePct": 0
},
{
"day": "2026-08-18",
"index": 101.972,
"pairs": 24,
"dayChangePct": 0
},
{
"day": "2026-08-19",
"index": 101.972,
"pairs": 24,
"dayChangePct": 0
},
{
"day": "2026-08-20",
"index": 101.972,
"pairs": 24,
"dayChangePct": 0
},
{
"day": "2026-08-21",
"index": 101.972,
"pairs": 24,
"dayChangePct": 0
},
{
"day": "2026-08-22",
"index": 101.972,
"pairs": 24,
"dayChangePct": 0
},
{
"day": "2026-08-23",
"index": 101.972,
"pairs": 25,
"dayChangePct": 0
},
{
"day": "2026-08-24",
"index": 101.972,
"pairs": 22,
"dayChangePct": 0
},
{
"day": "2026-08-25",
"index": 101.972,
"pairs": 19,
"dayChangePct": 0
},
{
"day": "2026-08-26",
"index": 101.972,
"pairs": 19,
"dayChangePct": 0
},
{
"day": "2026-08-27",
"index": 101.972,
"pairs": 21,
"dayChangePct": 0
},
{
"day": "2026-08-28",
"index": 101.972,
"pairs": 21,
"dayChangePct": 0
},
{
"day": "2026-08-29",
"index": 101.972,
"pairs": 21,
"dayChangePct": 0
},
{
"day": "2026-08-30",
"index": 101.972,
"pairs": 24,
"dayChangePct": 0
}
],
"latest": 101.972,
"day_change_pct": 0,
"methodology": "Chained daily price index, base 100 on the first priced scan day (29 Jun 2026). The overall index is the COMPOSITE of the four buyer-tier indices (individual / pro / team&sme / enterprise): each day it moves by the equal-weighted average of the tiers' moves. Each tier index is like-for-like — only agents priced on both consecutive scan days (per-agent ratios, geometric mean, clipped to [0.2, 5]) — so composition changes (agents revealing or hiding prices) can never move it."
},
"top_agents": [
{
"agent_id": "dust_tt",
"name": "Dust Tt",
"url": "https://dust.tt/",
"short_summary": "Builds and runs company-internal AI agents that connect to business data and tools to perform tasks across departments (e.g. lead qualification, ticket routing…",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 27.86,
"monthly_usd": 32.34,
"headline": "Free tier, then from $27.86/mo",
"summary": "Free tier, then from $27.86/mo. Dust offers a free lifetime-credit tier, paid Pro and Max plans priced monthly per seat, and an Enterprise plan with custom pricing."
},
"evidence_quality": "high",
"upvotes": 0
},
{
"agent_id": "katonic",
"name": "ACE Co-pilot",
"url": "https://katonic.ai/ace",
"short_summary": "Provides a sovereign enterprise AI platform where employees search company knowledge, generate documents, and build/deploy/execute AI agents on the customer's…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"evidence_quality": "high",
"upvotes": 0
},
{
"agent_id": "lyzr_ai",
"name": "Lyzr",
"url": "https://www.lyzr.ai/",
"short_summary": "Provides a platform to build, test, deploy and govern enterprise AI agents across functions like HR, sales, support, marketing, banking and insurance",
"price": {
"observed": true,
"billing": "usage",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Paid (price not published)",
"summary": "Lyzr charges $0.08 per agent run on its cloud or $0.03 per agent run for VPC/on-prem deployments, with LLM costs billed separately."
},
"evidence_quality": "high",
"upvotes": 0
},
{
"agent_id": "portkey_ai",
"name": "Portkey AI",
"url": "https://portkey.ai",
"short_summary": "Provides an AI gateway, observability, guardrails, governance, and prompt management for production GenAI applications; routes and manages access to 1,600+ LLM…",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 49,
"monthly_usd": 49,
"headline": "Free tier, then from $49/mo",
"summary": "Free tier, then from $49/mo. Portkey offers a free tier for development, a $49/month production plan with usage-based overages, and custom enterprise pricing for high-volume workloads."
},
"evidence_quality": "high",
"upvotes": 0
},
{
"agent_id": "simosphere_ai",
"name": "SIMOSphere AI",
"url": "https://simosphereai.com",
"short_summary": "orchestrates AI models and connects enterprise systems (CRM, ERP, document management) with large language models",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"evidence_quality": "high",
"upvotes": 0
},
{
"agent_id": "sparkient",
"name": "Sparkient",
"url": "https://sparkient.ai/",
"short_summary": "Make structured decisions in under 100ms — faster than any LLM API call. Define any decision type your app needs, train a lightweight ML model from AI-generate…",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 19,
"monthly_usd": 19,
"headline": "Free tier, then from $19/mo",
"summary": "Free tier, then from $19/mo. Sparkient offers a free tier and paid monthly plans from $19/mo to $1,999/mo, with included credits and capacity increasing by tier."
},
"evidence_quality": "high",
"upvotes": 0
},
{
"agent_id": "thinkneo_ai_control_plane",
"name": "Thinkneo Ai Control Plane",
"url": "https://thinkneo.ai",
"short_summary": "provides runtime governance and control layer for enterprise AI applications across multiple providers",
"price": {
"observed": true,
"billing": "contact_sales",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Contact sales (no public price)",
"summary": "ThinkNEO publicly presents enterprise demo and sales engagement details, but no verifiable plan billing period or public monthly price is shown."
},
"evidence_quality": "high",
"upvotes": 0
},
{
"agent_id": "agentic_engineering",
"name": "Agentic Engineering",
"url": "https://rescale.com/solutions/agentic-digital-engineering/",
"short_summary": "automates and orchestrates engineering R&D workflows (meshing, solving, post-processing, job troubleshooting, benchmarking, document updates) and monitors simu…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing is shown for Rescale's agentic engineering offering."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "cohere",
"name": "Cohere",
"url": "https://cohere.com/",
"short_summary": "Provides enterprise AI models and a platform (North) that powers workplace productivity, search, reasoning, tool orchestration, and acting across company data",
"price": {
"observed": false,
"billing": "unknown",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "The pricing page shows several USD price figures, but the supplied content does not identify their plans, billing periods, or pricing units."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "easyedge_ai_copilot_easyedge",
"name": "Easyedge Ai Copilot Easyedge",
"url": "https://easyedge.io/easyedge-ai-copilot",
"short_summary": "Automates IIoT project engineering tasks such as namespace generation, asset integration, code block creation, data pipe connections, and tag expression genera…",
"price": {
"observed": false,
"billing": "unknown",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"evidence_quality": "medium",
"upvotes": 0
}
],
"platforms_also_here": [
{
"agent_id": "1password_agentic_ai",
"name": "1password Agentic Ai",
"url": "https://1password.com/solutions/agentic-ai",
"short_summary": "Enterprise security platform for managing AI agent authentication and access control. Provides credential management, audit trails, and governance for autonomo…",
"price": {
"observed": true,
"billing": "contact_sales",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Contact sales (no public price)",
"summary": "1Password lists Enterprise, Business, Personal, and several security products with pricing available by request rather than publicly displayed amounts."
},
"home_niche": "agent-identity-platform",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "abcdatawork",
"name": "Abcdatawork",
"url": "https://abcdatawork.com/",
"short_summary": "AI infrastructure and data platform engineering company. Builds production-ready RAG pipelines, MCP servers, distributed systems, and GPU-optimized inference i…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"home_niche": "ai-data-platform",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "abundly",
"name": "Abundly",
"url": "https://abundly.ai/use-cases",
"short_summary": "AI agent platform for building production-ready business automation agents. Offers pre-built agents for HR screening, contract analysis, invoice processing, le…",
"price": {
"observed": true,
"billing": "subscription",
"lowest_monthly_usd": 240,
"monthly_usd": 240,
"headline": "From $240/mo",
"summary": "From $240/mo. Abundly offers monthly Basic and Business subscriptions starting at $240/month, plus a custom-priced Enterprise plan."
},
"home_niche": "business-process-automation",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "adaptivex_agent",
"name": "AdaptiveX Agent",
"url": "https://adaptivex.sg/platform/agent",
"short_summary": "Coordinates specialised AI agents to automate operational back-office workflows such as data entry, report generation, system updates, invoice processing, comp…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing is shown on the available AdaptiveX Platform homepage."
},
"home_niche": "vertical-ai-agent-platform",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "adobe_agent_orchestrator",
"name": "Adobe Agent Orchestrator",
"url": "https://business.adobe.com/products/experience-platform/agent-orchestrator.html",
"short_summary": "Enterprise agent orchestration platform from Adobe Experience Platform for coordinating and managing AI agents in business workflows and customer experience au…",
"price": {
"observed": false,
"billing": "failed_to_load",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"home_niche": "agent-orchestration-platform",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "aegisagent",
"name": "Aegis Autonomous AI Agent Platform",
"url": "https://aegisagent.ai/",
"short_summary": "Autonomously decomposes and executes user-defined goals: web research, content generation, email triage, code review, monitoring, and workflow orchestration",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"home_niche": "deep-research-agent",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "aethvion_suite",
"name": "Aethvion Suite",
"url": "http://marcelvanduijn.com/aethvion-suite.html",
"short_summary": "Unified AI-powered super-app ecosystem with multi-step ReAct agents, specialized agent management, AI chat with auto-routing, image generation, audio editing,…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"home_niche": "ai-assistant-suite",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "aetnic",
"name": "Aetnic",
"url": "https://www.aetnic.com/",
"short_summary": "Autonomous AI platform that deploys specialized AI agents to plan, build, secure, deploy, and operate complete software systems from a single instruction. Feat…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "Aetnic does not publicly disclose a reliable plan price or billing period; it offers a free trial and an enterprise demo."
},
"home_niche": "agent-orchestration-platform",
"also_covers": true,
"upvotes": 0
}
],
"page_url": "https://agentery.com/market/enterprise-ai-platform",
"summary": {
"niche": "enterprise-ai-platform",
"sector": "developer-tools-infra",
"pricing_by_provider_type": {
"headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: Agents · Team / SME median $557/mo (8 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
"benchmarks": [
{
"provider_type": "agent",
"provider_type_label": "Agents",
"buyer_tier": "team_sme",
"buyer_tier_label": "Team / SME",
"pricing_unit": "flat",
"pricing_unit_label": "flat monthly",
"comparable_provider_count": 8,
"reliability": "medium",
"median": 557.49,
"p25": 329.14,
"p75": 1746.75,
"status": "ok"
},
{
"provider_type": "agent",
"provider_type_label": "Agents",
"buyer_tier": "individual",
"buyer_tier_label": "Individual",
"pricing_unit": "flat",
"pricing_unit_label": "flat monthly",
"comparable_provider_count": 6,
"reliability": "medium",
"median": 79.24,
"p25": 15.56,
"p75": 781.75,
"status": "ok"
},
{
"provider_type": "agent",
"provider_type_label": "Agents",
"buyer_tier": "pro",
"buyer_tier_label": "Pro",
"pricing_unit": "flat",
"pricing_unit_label": "flat monthly",
"comparable_provider_count": 6,
"reliability": "medium",
"median": 61.75,
"p25": 49.25,
"p75": 79.94,
"status": "ok"
}
],
"warnings": [
"This niche currently has sufficient agent pricing but insufficient MCP pricing."
],
"full_pricing_via": {
"tool": "price_benchmark",
"arguments": {
"niche": "enterprise-ai-platform"
},
"note": "add provider_type + buyer_tier for a specific cohort"
}
},
"page_url": "https://agentery.com/market/enterprise-ai-platform",
"counts": {
"listings_with_price_capture": 72,
"listings_with_observed_public_price": 30,
"providers_with_numeric_monthly_price_latest_scan": 14,
"like_for_like_comparable_pairs": 14
},
"movement": {
"d": {
"published": false,
"value_pct": null,
"held_reason": null
},
"w": {
"published": false,
"value_pct": null,
"held_reason": null
},
"m": {
"published": false,
"value_pct": null,
"held_reason": null
}
},
"pricing_version": "cohorts-1",
"pricing_status": "ok",
"pricing_by_tier": [
{
"tier": "individual",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 109,
"provider_count": 7,
"plan_observation_count": 10,
"data_confidence": 0.57,
"data_confidence_basis": {
"provider_component": 0.58,
"observation_component": 0.5,
"provider_count": 7,
"plan_observation_count": 10
},
"reliability": "medium",
"members": [
{
"provider": "clarista",
"usd": 2.92
},
{
"provider": "ara_hub",
"usd": 11.25
},
{
"provider": "timbal",
"usd": 28.5
},
{
"provider": "sparkient",
"usd": 109
},
{
"provider": "ai_agent_advisor_maybe",
"usd": 129.98
},
{
"provider": "zbrain",
"usd": 999
},
{
"provider": "connectify_executive_copilot",
"usd": 3000
}
],
"p25": 19.88,
"p75": 564.49
},
{
"tier": "pro",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 61.75,
"provider_count": 6,
"plan_observation_count": 8,
"data_confidence": 0.48,
"data_confidence_basis": {
"provider_component": 0.5,
"observation_component": 0.4,
"provider_count": 6,
"plan_observation_count": 8
},
"reliability": "medium",
"members": [
{
"provider": "bailian_cli",
"usd": 0.31
},
{
"provider": "portkey_ai",
"usd": 49
},
{
"provider": "imagga_beam",
"usd": 50
},
{
"provider": "ara_hub",
"usd": 73.5
},
{
"provider": "dust_tt",
"usd": 82.08
},
{
"provider": "timbal",
"usd": 112.86
}
],
"p25": 49.25,
"p75": 79.94
},
{
"tier": "team_sme",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 557.49,
"provider_count": 8,
"plan_observation_count": 11,
"data_confidence": 0.64,
"data_confidence_basis": {
"provider_component": 0.67,
"observation_component": 0.55,
"provider_count": 8,
"plan_observation_count": 11
},
"reliability": "medium",
"members": [
{
"provider": "ara_hub",
"usd": 142.5
},
{
"provider": "corebase",
"usd": 164
},
{
"provider": "timbal",
"usd": 384.18
},
{
"provider": "ai_agent_advisor_maybe",
"usd": 464.98
},
{
"provider": "querypie_ai",
"usd": 650
},
{
"provider": "zbrain",
"usd": 999
},
{
"provider": "imagga_beam",
"usd": 3990
},
{
"provider": "connectify_executive_copilot",
"usd": 6000
}
],
"p25": 329.14,
"p75": 1746.75
},
{
"tier": "enterprise",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 6649.5,
"provider_count": 2,
"plan_observation_count": 3,
"data_confidence": 0.16,
"data_confidence_basis": {
"provider_component": 0.17,
"observation_component": 0.15,
"provider_count": 2,
"plan_observation_count": 3
},
"reliability": "low",
"members": [
{
"provider": "sparkient",
"usd": 1299
},
{
"provider": "connectify_executive_copilot",
"usd": 12000
}
]
}
],
"pricing_coverage": {
"listings_with_price_capture": 72,
"listings_with_observed_public_price": 30,
"normalized_observations": 32,
"comparable_providers": 13,
"strict_cohorts": 4,
"exclusion_reasons": {
"unrankable_or_unparseable": 2,
"ambiguous_cadence": 16,
"one_time": 2,
"range": 1,
"usage_not_monthly": 5,
"free_or_zero": 1
}
},
"pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
"pricing_excluded_observations": {
"unrankable_or_unparseable": 2,
"ambiguous_cadence": 16,
"one_time": 2,
"range": 1,
"usage_not_monthly": 5,
"free_or_zero": 1
},
"billing_mix": {
"freemium": 9,
"contact_sales": 9,
"one-time": 2,
"subscription": 6,
"usage": 2,
"free": 2
},
"free_tier_share": 0.37,
"top_providers": [
{
"agent_id": "dust_tt",
"name": "Dust Tt",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 27.86,
"monthly_usd": 32.34,
"headline": "Free tier, then from $27.86/mo",
"summary": "Free tier, then from $27.86/mo. Dust offers a free lifetime-credit tier, paid Pro and Max plans priced monthly per seat, and an Enterprise plan with custom pricing."
},
"observed": true
},
{
"agent_id": "katonic",
"name": "ACE Co-pilot",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"observed": false
},
{
"agent_id": "lyzr_ai",
"name": "Lyzr",
"price": {
"observed": true,
"billing": "usage",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Paid (price not published)",
"summary": "Lyzr charges $0.08 per agent run on its cloud or $0.03 per agent run for VPC/on-prem deployments, with LLM costs billed separately."
},
"observed": true
},
{
"agent_id": "portkey_ai",
"name": "Portkey AI",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 49,
"monthly_usd": 49,
"headline": "Free tier, then from $49/mo",
"summary": "Free tier, then from $49/mo. Portkey offers a free tier for development, a $49/month production plan with usage-based overages, and custom enterprise pricing for high-volume workloads."
},
"observed": true
},
{
"agent_id": "simosphere_ai",
"name": "SIMOSphere AI",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"observed": false
}
],
"suggested_next_calls": [
{
"tool": "price_benchmark",
"arguments": {
"niche": "enterprise-ai-platform"
},
"purpose": "full observed price distribution + per-tier medians for this niche"
},
{
"tool": "niche_report",
"arguments": {
"niche": "enterprise-ai-platform",
"response_mode": "full"
},
"purpose": "the complete report incl. index series and tier decomposition"
},
{
"tool": "suggest_alternatives",
"arguments": {
"agent_id": "dust_tt"
},
"purpose": "comparable (optionally cheaper) providers to a named agent"
},
{
"tool": "get_agent_profile",
"arguments": {
"agent_id": "dust_tt"
},
"purpose": "full profile, integrations and pricing for one provider"
}
]
}
}Full market
20 providers, one sortable view
Dense enough for many listings; progressive disclosure keeps mobile usable.
ProviderTypeFromVs niche medianLiveness
Dust TtBuilds and runs company-internal AI agents that connect to business data and tools to perform tasks across departments (e.g. lead qualification, ticket routing…
Portkey AIProvides an AI gateway, observability, guardrails, governance, and prompt management for production GenAI applications; routes and manages access to 1,600+ LLM…
SparkientMake structured decisions in under 100ms — faster than any LLM API call. Define any decision type your app needs, train a lightweight ML model from AI-generate…
Querypie AiProvides an enterprise AI platform that connects tools via an MCP gateway and supports building custom AI agents and AI transformation
Writerenables business and IT teams to build, deploy, supervise, and govern AI agents that automate enterprise work grounded in company data
Your AI Agent AdvisorProvides a personalised AI strategy/roadmap and recommendations to guide businesses on AI adoption and agent selection
Imagga AI capabilities via BeamIntegrates Imagga's image recognition (image tagging, categorization, visual search, content moderation) into Beam AI agentic workflows to automate operations
Connectify Executive CopilotExecutive AI copilot for leadership teams that enables natural language queries of business data (EBITDA, cash, pipeline) without SQL. Transforms SOPs into exe…
CorebasePlatform for building governed AI agents that query and act on databases, APIs, and enterprise systems with read-only access, per-tenant isolation, and full au…
MaxkbOpen-source enterprise AI agent platform supporting RAG knowledge bases, private DeepSeek deployment, customer service agents, office assistants, and workflow…
StackaiEnterprise AI agent platform with drag-and-drop no-code builder. Deploy secure, compliant AI agents at scale with 100+ integrations, multi-tenant deployment op…
Token4aiUnified workbench for managing AI tokens, model access, API keys, and usage tracking across multiple AI services and providers.
ZbrainEnterprise generative AI platform that builds custom AI agents and applications for businesses across industries. Offers pre-built agents for customer support,…Showing only providers with a published price or a free plan. $29 = lowest observed monthly · Free = free to use · Free tier = free plan + paid options.