Agent Orchestration Platform

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        "day": "2026-08-18",
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        "pairs": 46,
        "dayChangePct": 0
      }
    ],
    "latest": 103.785,
    "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": "agent_orchestrator",
      "name": "Agent Orchestrator",
      "url": "https://composio.dev/",
      "short_summary": "provides tools, authentication, sandboxes, and tool execution infrastructure that lets AI agents perform real-world tasks across 1,000+ apps",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 29,
        "monthly_usd": 29,
        "headline": "Free tier, then from $29/mo",
        "summary": "Free tier, then from $29/mo. Composio publicly shows a $0 plan and a paid plan at $29 per month, along with additional usage-rate figures whose plan mapping is not visible in the supplied context."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "agentcron",
      "name": "agentcron",
      "url": "https://memoryapi.org/",
      "short_summary": "Persistent cron scheduler for AI agents",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "MemoryAPI publishes pay-per-call USDC pricing ranging from $0.05 per query or message to $15 per validation, with no fixed monthly subscription shown."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "agentic_chat",
      "name": "Agentic Chat",
      "url": "https://docs.gitlab.com/user/gitlab_duo_chat/agentic_chat",
      "short_summary": "Autonomously searches, retrieves, and combines information across GitLab projects to answer complex questions, create and edit files, retrieve issues/merge req…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "The supplied GitLab documentation identifies Free, Premium, and Ultimate tiers but does not publish prices."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "agenticflow_cli_agenticflow_ai",
      "name": "Agenticflow Cli Agenticflow Ai",
      "url": "https://docs.agenticflow.ai/developers/cli",
      "short_summary": "operates the AgenticFlow platform from the command line — building agents, deploying workflows and multi-agent workforces, and automating platform operations",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free tier + paid plans (price not published)",
        "summary": "AgenticFlow publicly documents a Free Plan with one user, daily credits, limited data storage, and basic model access, while paid plan prices are not shown in the supplied context."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "chieflab",
      "name": "Chieflab",
      "url": "https://chieflab.io",
      "short_summary": "executes daily business growth loops for agent-built products including choosing marketing moves, creating posts and assets, getting approval, measuring result…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 39,
        "monthly_usd": 39,
        "headline": "Free tier, then from $39/mo",
        "summary": "Free tier, then from $39/mo. ChiefLab offers a free Starter workspace, a Pro tier at $39/month, and separate hosted usage charges for image generation, publishing, and email sending."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "claw_net",
      "name": "claw-net",
      "url": "https://claw-net.org/",
      "short_summary": "AI agent orchestration and service discovery across 274+ API endpoints with cryptographic verification",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "Claw-net offers usage-based access at $0.001 per credit or per-call USDC payments, with no subscriptions or minimums."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "crewai_platform",
      "name": "CrewAI Platform",
      "url": "https://crewai.com/",
      "short_summary": "builds, deploys, and manages multi-agent workflows that automate complex enterprise tasks such as lead enrichment, content generation, lead data consolidation,…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free tier + paid plans (price not published)",
        "summary": "CrewAI offers a free tier with 50 monthly executions and basic features, plus a custom-priced Enterprise plan with unlimited deployments and dedicated support."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "flow_next",
      "name": "Flow Next",
      "url": "https://mickel.tech/apps/flow-next",
      "short_summary": "Provides a plan-first AI workflow layer for AI-assisted software engineering: planning, implementation, adversarial code review, and autonomous shipping of cod…",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Flow-Next is publicly listed at 0USD, with no billing period or paid plans shown."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "github_voltagentaiagentplatfor",
      "name": "Github Voltagentaiagentplatfor",
      "url": "https://github.com/VoltAgent/ai-agent-platform",
      "short_summary": "provides a TypeScript runtime and managed observability layer for building and operating multi-agent AI systems with orchestration, memory, RAG, workflows, and…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing for VoltAgent AI Agent Platform was observed in the supplied context."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "holaos",
      "name": "Holaos",
      "url": "https://holaos.ai/",
      "short_summary": "runs long-running AI work-streams that automate repeat work — research, content creation/repurposing, inbox triage, distribution/publishing, relationship follo…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 30,
        "monthly_usd": 30,
        "headline": "Free tier, then from $30/mo",
        "summary": "Free tier, then from $30/mo. holaOS offers 900 free signup credits and a $30 one-time pack containing 7,500 credits, with custom annual enterprise pricing."
      },
      "evidence_quality": "high",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "a2a_protocol",
      "name": "A2a Protocol",
      "url": "https://a2aprotocol.ai/",
      "short_summary": "Open standard protocol enabling AI agents to communicate and collaborate across different platforms and frameworks. Provides secure, multi-modal agent-to-agent…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing for the A2A Protocol is shown on the homepage."
      },
      "home_niche": "agent-network-protocol",
      "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": true,
        "billing": "subscription",
        "lowest_monthly_usd": 50,
        "monthly_usd": 50,
        "headline": "From $50/mo",
        "summary": "From $50/mo. Aegis publicly displays a monthly price of $50, with no additional plan details visible in the supplied homepage context."
      },
      "home_niche": "deep-research-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "agency",
      "name": "Agency",
      "url": "https://createwith.agency/",
      "short_summary": "provides a framework for building agentic systems using an actor model",
      "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": "agent-framework-open-source",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "agent_channels",
      "name": "Agent Channels",
      "url": "https://mavenagi.com/features/agent-channels",
      "short_summary": "Provides a single AI agent across customer and employee channels (voice, chat, messaging, email, internal tools) to route, resolve, and escalate interactions a…",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Structured data indicates a $0 USD offer, but no plan name or billing period is publicly described."
      },
      "home_niche": "customer-support-tier1",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "agent_hooks",
      "name": "Agent Hooks",
      "url": "https://tessl.io/registry/skills/github/monkilabs/opencastle/agent-hooks",
      "short_summary": "Lifecycle hooks for AI agents providing session management, delegation coordination, and quality gates. Includes on-session-start, on-pre-delegate, on-post-del…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 100,
        "monthly_usd": 100,
        "headline": "Free tier, then from $100/mo",
        "summary": "Free tier, then from $100/mo. Tessl offers a freemium model with a free tier (1,000 credits/month) and a Team plan at $100/month (5,000 credits/month), plus custom Enterprise pricing."
      },
      "home_niche": "ai-agent-framework-hooks",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "agent_runtimes",
      "name": "Agent Runtimes",
      "url": "https://agent-runtimes.datalayer.tech",
      "short_summary": "Framework for building and deploying AI agents with protocol-driven UX, runtime controls, MCP integrations, identity management, and multi-agent 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": "agent-runtime-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "agent_zero",
      "name": "Agent Zero",
      "url": "https://www.agent-zero.ai/",
      "short_summary": "Provides an open-source agentic AI framework where autonomous agents run on their own computer, use and create tools, learn, self-correct, and execute workflow…",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Agent Zero is presented with a free $0 offer, but no clear billing period or additional public plan details are shown."
      },
      "home_niche": "agent-framework-open-source",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "agent365",
      "name": "Agent 365",
      "url": "https://www.microsoft.com/en-us/microsoft-365/blog/2025/11/18/microsoft-agent-365-the-control-plane-for-ai-agents/",
      "short_summary": "provides a control plane to deploy, organize, and govern AI agents at enterprise scale with unified observability via telemetry, dashboards, and alerts",
      "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": "agent-observability-eval",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/agent-orchestration-platform",
  "summary": {
    "niche": "agent-orchestration-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 · Pro median $50/mo (9 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "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": 9,
          "reliability": "medium",
          "median": 49.99,
          "p25": 29,
          "p75": 60,
          "status": "ok"
        },
        {
          "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": 167,
          "p25": 100,
          "p75": 212.5,
          "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": 20.83,
          "p25": 20,
          "p75": 27.17,
          "status": "ok"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 5,
          "reliability": "medium",
          "median": 12,
          "p25": 10,
          "p75": 20,
          "status": "ok"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 5,
          "reliability": "medium",
          "median": 50,
          "p25": 39,
          "p75": 79,
          "status": "ok"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "team_sme",
          "buyer_tier_label": "Team / SME",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 4,
          "reliability": "low",
          "median": 224.5,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "enterprise",
          "buyer_tier_label": "Enterprise",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            500,
            1273
          ]
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "agent-orchestration-platform"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/agent-orchestration-platform",
    "counts": {
      "listings_with_price_capture": 198,
      "listings_with_observed_public_price": 58,
      "providers_with_numeric_monthly_price_latest_scan": 32,
      "like_for_like_comparable_pairs": 31
    },
    "movement": {
      "d": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "w": {
        "published": true,
        "value_pct": 1.8,
        "driver": "looppause's \"Scale\" $199→$499 (+151%)"
      },
      "m": {
        "published": true,
        "value_pct": 3.8,
        "driver": "looppause's \"Scale\" $199→$499 (+151%)"
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 20,
        "provider_count": 11,
        "plan_observation_count": 12,
        "data_confidence": 0.85,
        "data_confidence_basis": {
          "provider_component": 0.92,
          "observation_component": 0.6,
          "provider_count": 11,
          "plan_observation_count": 12
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "pushary",
            "usd": 9.99
          },
          {
            "provider": "airops",
            "usd": 10
          },
          {
            "provider": "orkas",
            "usd": 11.99
          },
          {
            "provider": "reingate",
            "usd": 12
          },
          {
            "provider": "velane",
            "usd": 20
          },
          {
            "provider": "golemry",
            "usd": 20
          },
          {
            "provider": "puck",
            "usd": 20
          },
          {
            "provider": "serac",
            "usd": 21.66
          },
          {
            "provider": "omnicall",
            "usd": 29
          },
          {
            "provider": "circlechat",
            "usd": 29
          },
          {
            "provider": "elixirclaw",
            "usd": 57
          }
        ],
        "p25": 12,
        "p75": 25.33
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 50,
        "provider_count": 14,
        "plan_observation_count": 18,
        "data_confidence": 0.98,
        "data_confidence_basis": {
          "provider_component": 1,
          "observation_component": 0.9,
          "provider_count": 14,
          "plan_observation_count": 18
        },
        "reliability": "high",
        "members": [
          {
            "provider": "jieli",
            "usd": 5
          },
          {
            "provider": "team9",
            "usd": 19
          },
          {
            "provider": "pushary",
            "usd": 19.99
          },
          {
            "provider": "agent_orchestrator",
            "usd": 29
          },
          {
            "provider": "forkbench",
            "usd": 34.2
          },
          {
            "provider": "chieflab",
            "usd": 39
          },
          {
            "provider": "orkas",
            "usd": 49.99
          },
          {
            "provider": "golemry",
            "usd": 50
          },
          {
            "provider": "serac",
            "usd": 55.86
          },
          {
            "provider": "nautex_ai",
            "usd": 60
          },
          {
            "provider": "kopern_mcp_server",
            "usd": 79
          },
          {
            "provider": "omnicall",
            "usd": 99
          },
          {
            "provider": "tensoropera_ai",
            "usd": 199
          },
          {
            "provider": "openlegion",
            "usd": 224
          }
        ],
        "p25": 30.3,
        "p75": 74.25
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "per_seat",
        "median": 10.83,
        "provider_count": 3,
        "plan_observation_count": 5,
        "data_confidence": 0.25,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.25,
          "provider_count": 3,
          "plan_observation_count": 5
        },
        "reliability": "low",
        "members": [
          {
            "provider": "qik_office",
            "usd": 10
          },
          {
            "provider": "notion_agents",
            "usd": 10.83
          },
          {
            "provider": "serac",
            "usd": 44.46
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 172.5,
        "provider_count": 12,
        "plan_observation_count": 14,
        "data_confidence": 0.94,
        "data_confidence_basis": {
          "provider_component": 1,
          "observation_component": 0.7,
          "provider_count": 12,
          "plan_observation_count": 14
        },
        "reliability": "high",
        "members": [
          {
            "provider": "pushary",
            "usd": 59.99
          },
          {
            "provider": "openlegion",
            "usd": 62
          },
          {
            "provider": "velane",
            "usd": 100
          },
          {
            "provider": "augmentcode_com",
            "usd": 100
          },
          {
            "provider": "circlechat",
            "usd": 139
          },
          {
            "provider": "golemry",
            "usd": 150
          },
          {
            "provider": "tide",
            "usd": 195
          },
          {
            "provider": "puck",
            "usd": 200
          },
          {
            "provider": "metorial",
            "usd": 250
          },
          {
            "provider": "omnicall",
            "usd": 299
          },
          {
            "provider": "looppause",
            "usd": 299
          },
          {
            "provider": "liveblocks",
            "usd": 350
          }
        ],
        "p25": 100,
        "p75": 262.25
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "per_seat",
        "median": 27,
        "provider_count": 3,
        "plan_observation_count": 4,
        "data_confidence": 0.24,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.2,
          "provider_count": 3,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "notion_agents",
            "usd": 22.23
          },
          {
            "provider": "planwright",
            "usd": 27
          },
          {
            "provider": "forkbench",
            "usd": 30
          }
        ]
      },
      {
        "tier": "enterprise",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 500,
        "provider_count": 3,
        "plan_observation_count": 3,
        "data_confidence": 0.23,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.15,
          "provider_count": 3,
          "plan_observation_count": 3
        },
        "reliability": "low",
        "members": [
          {
            "provider": "kopern_mcp_server",
            "usd": 499
          },
          {
            "provider": "liveblocks",
            "usd": 500
          },
          {
            "provider": "openclawconsultant",
            "usd": 1273
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 198,
      "listings_with_observed_public_price": 58,
      "normalized_observations": 58,
      "comparable_providers": 30,
      "strict_cohorts": 6,
      "exclusion_reasons": {
        "ambiguous_cadence": 18,
        "free_or_zero": 4,
        "usage_not_monthly": 23,
        "one_time": 6,
        "promo": 1,
        "unrankable_or_unparseable": 1,
        "range": 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": {
      "ambiguous_cadence": 18,
      "free_or_zero": 4,
      "usage_not_monthly": 23,
      "one_time": 6,
      "promo": 1,
      "unrankable_or_unparseable": 1,
      "range": 1
    },
    "billing_mix": {
      "freemium": 26,
      "free": 14,
      "contact_sales": 2,
      "subscription": 10,
      "usage": 6
    },
    "free_tier_share": 0.69,
    "top_providers": [
      {
        "agent_id": "agent_orchestrator",
        "name": "Agent Orchestrator",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 29,
          "monthly_usd": 29,
          "headline": "Free tier, then from $29/mo",
          "summary": "Free tier, then from $29/mo. Composio publicly shows a $0 plan and a paid plan at $29 per month, along with additional usage-rate figures whose plan mapping is not visible in the supplied context."
        },
        "observed": true
      },
      {
        "agent_id": "agentcron",
        "name": "agentcron",
        "price": {
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Paid (price not published)",
          "summary": "MemoryAPI publishes pay-per-call USDC pricing ranging from $0.05 per query or message to $15 per validation, with no fixed monthly subscription shown."
        },
        "observed": true
      },
      {
        "agent_id": "agentic_chat",
        "name": "Agentic Chat",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "The supplied GitLab documentation identifies Free, Premium, and Ultimate tiers but does not publish prices."
        },
        "observed": false
      },
      {
        "agent_id": "agenticflow_cli_agenticflow_ai",
        "name": "Agenticflow Cli Agenticflow Ai",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free tier + paid plans (price not published)",
          "summary": "AgenticFlow publicly documents a Free Plan with one user, daily credits, limited data storage, and basic model access, while paid plan prices are not shown in the supplied context."
        },
        "observed": true
      },
      {
        "agent_id": "chieflab",
        "name": "Chieflab",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 39,
          "monthly_usd": 39,
          "headline": "Free tier, then from $39/mo",
          "summary": "Free tier, then from $39/mo. ChiefLab offers a free Starter workspace, a Pro tier at $39/month, and separate hosted usage charges for image generation, publishing, and email sending."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "agent-orchestration-platform"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "agent-orchestration-platform",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "agent_orchestrator"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "agent_orchestrator"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}