AI Personal Stylist

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                "monthly_usd": null
              },
              {
                "provider": "iwand",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "5% commission on sales iWAND brings you",
                "monthly_usd": null
              },
              {
                "provider": "ment_tech_fashion_stylist",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$6 per one million tokens",
                "monthly_usd": null
              },
              {
                "provider": "taskade_personal_stylist",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$5",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 4,
            "offers": [
              {
                "provider": "hellotars_ai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom Pricing",
                "monthly_usd": null
              },
              {
                "provider": "ment_tech_fashion_stylist",
                "tier": "individual",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "$5",
                "monthly_usd": null
              },
              {
                "provider": "ment_tech_fashion_stylist",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom pricing available upon request",
                "monthly_usd": null
              },
              {
                "provider": "salesmate_fashion_agents",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom pricing",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 9,
          "normalized_observations": 14,
          "comparable_providers": 7,
          "strict_cohorts": 3,
          "exclusion_reasons": {
            "ambiguous_cadence": 4,
            "usage_not_monthly": 5,
            "one_time": 10,
            "promo": 1,
            "unrankable_or_unparseable": 1
          }
        }
      }
    },
    "quoteOnlyProvidersByTier": {
      "pro": 0,
      "enterprise": 2,
      "individual": 0,
      "team_sme": 0
    },
    "billingMix": {
      "freemium": 4,
      "subscription": 4,
      "one-time": 1,
      "free": 1
    },
    "freeTierShare": 0.5,
    "medianLowestUsd": 24
  },
  "movement": {
    "niche": "ai-personal-stylist",
    "sector": "consumer-personal",
    "pricedNow": 7,
    "pairs": 6,
    "repriced": [],
    "newlyPriced": [
      "testmyface"
    ],
    "droppedFromPriced": [],
    "likeForLikePct": 0,
    "kind": "composition",
    "narrative": "Composition change (average moved, but no agent changed its price): 1 newly published pricing."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-09-19",
        "index": 82.68,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-20",
        "index": 82.68,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-21",
        "index": 82.68,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-22",
        "index": 82.68,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-23",
        "index": 82.68,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-24",
        "index": 82.68,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-25",
        "index": 82.68,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-26",
        "index": 82.68,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-27",
        "index": 82.68,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-28",
        "index": 82.68,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-29",
        "index": 82.68,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-30",
        "index": 82.68,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-01",
        "index": 82.68,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-02",
        "index": 82.68,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-03",
        "index": 82.68,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-04",
        "index": 82.68,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-05",
        "index": 82.68,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-06",
        "index": 82.68,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-07",
        "index": 82.68,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-08",
        "index": 82.68,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-09",
        "index": 82.68,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-10",
        "index": 82.68,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-11",
        "index": 82.68,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-12",
        "index": 82.68,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-13",
        "index": 82.68,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-14",
        "index": 82.68,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-15",
        "index": 82.68,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-16",
        "index": 82.68,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-17",
        "index": 82.68,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-18",
        "index": 82.68,
        "pairs": 9,
        "dayChangePct": 0
      }
    ],
    "latest": 82.68,
    "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": "hair",
      "name": "hair",
      "url": "https://prohall.hair/",
      "short_summary": "Your AI-powered Prohall hair expert. Ask any hair question and get expert advice and product recommendations in 6 languages(EN / ES / FR / DE / JA / PT)",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public SaaS or subscription pricing is shown on the homepage, which presents Prohall as a professional haircare product brand."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "caffeinated_wardrobe",
      "name": "Caffeinated Wardrobe",
      "url": "https://caffeinatedwardrobe.com",
      "short_summary": "programmatic wardrobe management with outfit suggestions and wear pattern analysis",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Bring Your Own AI",
            "monthly_native": 4.17,
            "monthly_usd": 4.166666666666667,
            "commitment": "annual",
            "basis": "$50/year (annual commitment) = $4.17/month equivalent"
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Bring Your Own AI",
              "price": "$50/year",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "AI Included",
              "price": "$95/year",
              "kind": "base_subscription",
              "billed": "annually"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 4.166666666666667,
        "monthly_usd": 4.166666666666667,
        "headline": "From $4.17/mo (annual commitment)",
        "summary": "From $4.17/mo (annual commitment). Caffeinated Wardrobe lists a Bring Your Own AI plan at $50/year and an AI Included plan at $95/year, with the latter not yet launched."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "fashion",
      "name": "Fashion",
      "url": "https://yce.perfectcorp.com/ai-api",
      "short_summary": "Provides Perfect Corp's YouCam API tools for virtual try-on across clothing and fashion accessories.",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Subscription",
            "monthly_native": 24,
            "monthly_usd": 24,
            "commitment": "monthly",
            "basis": "$24/month",
            "billing_verified": true
          },
          "rates": [
            {
              "line": "Subscription usage rate",
              "per": "per unit",
              "text": "$0.05 per unit"
            },
            {
              "line": "Pay-as-you-go usage rate",
              "per": "per unit",
              "text": "$0.06 per unit"
            }
          ],
          "currency": "USD",
          "notes": [
            "other prices: Pay as you go $27.50 (one-time)"
          ],
          "lines": [
            {
              "name": "Free Account",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Subscription",
              "price": "$24.00 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Subscription usage rate",
              "price": "$0.048/unit",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Pay as you go",
              "price": "$27.50",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Pay-as-you-go usage rate",
              "price": "$0.055/unit",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 24,
        "monthly_usd": 24,
        "headline": "Free plan; paid from $24/mo",
        "summary": "Free plan; paid from $24/mo. Perfect Corp. offers free units, a $24.00/month subscription with usage-based unit pricing, and one-time pay-as-you-go unit packages."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "fit",
      "name": "Fit",
      "url": "https://measuredsize.com/how-it-works.html#api",
      "short_summary": "Bra sizes from measurements, in each brand's own labels, with the confidence behind each. Free, no key, nothing stored.",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing was observed on the supplied homepage, and no pricing page was available."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "hellotars_ai",
      "name": "AI Fashion Stylist Agent",
      "url": "https://hellotars.com/ai-apps/ai-fashion-stylist-agent",
      "short_summary": "Generates personalized outfit recommendations and styling advice based on user preferences, body type, and occasion",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Premium",
            "monthly_native": 499,
            "monthly_usd": 499,
            "commitment": "monthly",
            "basis": "$499/month",
            "billing_verified": false,
            "billing_note": "the pricing page has a \"Billed Monthly Billed Yearly 17% off\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          },
          "currency": "USD",
          "notes": [
            "billing period unverified: the pricing page has a \"Billed Monthly Billed Yearly 17% off\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          ],
          "lines": [
            {
              "name": "Freemium",
              "price": "$0/mo",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Premium",
              "price": "$499/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Custom Pricing",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 499,
        "monthly_usd": 499,
        "headline": "Free plan; paid from $499/mo (billing period unverified: page has a Monthly/Annual toggle)",
        "summary": "Free plan; paid from $499/mo (billing period unverified: page has a Monthly/Annual toggle). Tars offers a freemium plan at $0/mo with 50 conversations, a Premium tier at $499/mo for mid-size businesses, and custom Enterprise pricing."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "iwand",
      "name": "AI stylist agent",
      "url": "https://apps.shopify.com/iwand-ai-stylist-assistant",
      "short_summary": "Acts as a proactive AI stylist/sales associate inside a Shopify store: interviews shoppers, curates outfits, resolves product doubts, and drives sales to lift…",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0 / month",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Usage charges",
              "price": "5% commission on sales iWAND brings you",
              "kind": "unknown"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free tier; paid: 5% commission on sales iWAND brings you (as published; no rate could be read)",
        "summary": "Free tier; paid: 5% commission on sales iWAND brings you (as published; no rate could be read). IWAND offers a free monthly plan with a 5% commission on sales it brings, plus usage charges."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "moissanite_tools",
      "name": "Moissanite Tools",
      "url": "https://fitiny.com",
      "short_summary": "Jewellery sizing and gemstone grading tools by FITINY. Carat-to-millimetre\nconversion for moissanite, diamond and cubic zirconia corrected for each\nstone's den…",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Jewelry item",
              "price": "$19.99",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Jewelry item",
              "price": "$22.90",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Jewelry item",
              "price": "$39.99",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Jewelry item",
              "price": "$49.98",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Jewelry item",
              "price": "$59.99",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Jewelry item",
              "price": "$69.97",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Jewelry item",
              "price": "$79.99",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Jewelry item",
              "price": "$104.88",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Jewelry item",
              "price": "$131.10",
              "kind": "one_off",
              "billed": "one_off"
            }
          ]
        },
        "observed": true,
        "billing": "one-time",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Jewelry item $19.99 (one-time)",
        "summary": "Jewelry item $19.99 (one-time). FITINY lists jewelry products for one-time purchase, with observed homepage prices ranging from $19.99 to $131.10; separate promotions include discounts for buying multiple items."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "professionalheadshot",
      "name": "Professionalheadshot",
      "url": "https://professionalheadshot.io",
      "short_summary": "Official LinkedIn, Slack and GitHub profile photo specs (quoted from each platform's help pages, with sources), headshot style guides by use and industry, and…",
      "price": {
        "observed": false,
        "billing": "unknown",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "Homepage JSON-LD exposes four USD offer amounts ranging from 29USD to 79USD, but does not specify plan names or billing periods."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "salesmate_fashion_agents",
      "name": "AI Fashion Agents",
      "url": "https://salesmate.io/ai-agents/industries/fashion",
      "short_summary": "Provides AI-powered personalized styling, size/fit recommendations, product discovery, and customer support for fashion/apparel shoppers",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Lite",
            "monthly_native": 79,
            "monthly_usd": 79,
            "commitment": "monthly",
            "basis": "$79/month",
            "billing_verified": false,
            "billing_note": "the pricing page has a \"Billed Monthly Billed Annually Save Up to 20%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          },
          "currency": "USD",
          "notes": [
            "billing period unverified: the pricing page has a \"Billed Monthly Billed Annually Save Up to 20%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          ],
          "lines": [
            {
              "name": "Lite",
              "price": "$79/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Plus",
              "price": "$159/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Max",
              "price": "Custom pricing",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 79,
        "monthly_usd": 79,
        "headline": "From $79/mo (billing period unverified: page has a Monthly/Annual toggle)",
        "summary": "From $79/mo (billing period unverified: page has a Monthly/Annual toggle). AI Agents plans start at $79 per month for Lite, with Plus at $159 per month and custom pricing for Max."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "taskade_personal_stylist",
      "name": "Personal Stylist AI agent",
      "url": "https://taskade.com/agents/assistants/personal-stylist",
      "short_summary": "Provides fashion advice, outfit recommendations, wardrobe analysis, shopping suggestions, seasonal updates, and style guidance",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Pro",
            "monthly_native": 10,
            "monthly_usd": 10,
            "commitment": "monthly",
            "basis": "$10/month",
            "billing_verified": false,
            "billing_note": "the pricing page has a \"Monthly / Yearly Save 50%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          },
          "rates": [
            {
              "line": "Extra Credits",
              "per": "per unit",
              "text": "$5 per unit"
            }
          ],
          "currency": "USD",
          "notes": [
            "add-on / component (not a whole-product price): Custom Domains $5 /year",
            "billing period unverified: the pricing page has a \"Monthly / Yearly Save 50%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          ],
          "lines": [
            {
              "name": "Free",
              "price": "$0 /mo",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$10 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Business",
              "price": "$25 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Max",
              "price": "$100 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "$250 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Extra Credits",
              "price": "$5",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Custom Domains",
              "price": "$5 /year",
              "kind": "add_on",
              "billed": "annually"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "Free plan; paid from $10/mo (billing period unverified: page has a Monthly/Annual toggle)",
        "summary": "Free plan; paid from $10/mo (billing period unverified: page has a Monthly/Annual toggle). Taskade offers a free forever tier, monthly plans from $10 to $250, plus separately priced credit packs and custom domains."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [],
  "page_url": "https://agentery.com/market/ai-personal-stylist",
  "summary": {
    "niche": "ai-personal-stylist",
    "sector": "consumer-personal",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: Agents · Pro median $141/mo (5 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": 5,
          "reliability": "medium",
          "median": 141.17,
          "p25": 55,
          "p75": 159,
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            0.42,
            79
          ]
        },
        {
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            25,
            100
          ]
        },
        {
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            6.05,
            24
          ]
        }
      ],
      "warnings": [
        "This niche currently has sufficient agent pricing but insufficient MCP pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-personal-stylist"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/ai-personal-stylist",
    "counts": {
      "listings_with_price_capture": 15,
      "listings_with_observed_public_price": 10,
      "providers_with_numeric_monthly_price_latest_scan": 7,
      "like_for_like_comparable_pairs": 6
    },
    "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": 24,
        "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": "caffeinated_wardrobe",
            "usd": 6.05
          },
          {
            "provider": "fashion",
            "usd": 24
          },
          {
            "provider": "salesmate_fashion_agents",
            "usd": 79
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 141.17,
        "provider_count": 5,
        "plan_observation_count": 7,
        "data_confidence": 0.4,
        "data_confidence_basis": {
          "provider_component": 0.42,
          "observation_component": 0.35,
          "provider_count": 5,
          "plan_observation_count": 7
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "testmyface",
            "usd": 25
          },
          {
            "provider": "taskade_personal_stylist",
            "usd": 55
          },
          {
            "provider": "ment_tech_fashion_stylist",
            "usd": 141.17
          },
          {
            "provider": "salesmate_fashion_agents",
            "usd": 159
          },
          {
            "provider": "hellotars_ai",
            "usd": 499
          }
        ],
        "p25": 55,
        "p75": 159
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 62.5,
        "provider_count": 2,
        "plan_observation_count": 2,
        "data_confidence": 0.15,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.1,
          "provider_count": 2,
          "plan_observation_count": 2
        },
        "reliability": "low",
        "members": [
          {
            "provider": "taskade_personal_stylist",
            "usd": 25
          },
          {
            "provider": "ment_tech_fashion_stylist",
            "usd": 100
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 15,
      "listings_with_observed_public_price": 10,
      "normalized_observations": 14,
      "comparable_providers": 7,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "ambiguous_cadence": 4,
        "usage_not_monthly": 5,
        "one_time": 10,
        "promo": 1,
        "unrankable_or_unparseable": 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": 4,
      "usage_not_monthly": 5,
      "one_time": 10,
      "promo": 1,
      "unrankable_or_unparseable": 1
    },
    "billing_mix": {
      "freemium": 4,
      "subscription": 4,
      "one-time": 1,
      "free": 1
    },
    "free_tier_share": 0.5,
    "top_providers": [
      {
        "agent_id": "hair",
        "name": "hair",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public SaaS or subscription pricing is shown on the homepage, which presents Prohall as a professional haircare product brand."
        },
        "observed": false
      },
      {
        "agent_id": "caffeinated_wardrobe",
        "name": "Caffeinated Wardrobe",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Bring Your Own AI",
              "monthly_native": 4.17,
              "monthly_usd": 4.166666666666667,
              "commitment": "annual",
              "basis": "$50/year (annual commitment) = $4.17/month equivalent"
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Bring Your Own AI",
                "price": "$50/year",
                "kind": "base_subscription",
                "billed": "annually"
              },
              {
                "name": "AI Included",
                "price": "$95/year",
                "kind": "base_subscription",
                "billed": "annually"
              }
            ]
          },
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 4.166666666666667,
          "monthly_usd": 4.166666666666667,
          "headline": "From $4.17/mo (annual commitment)",
          "summary": "From $4.17/mo (annual commitment). Caffeinated Wardrobe lists a Bring Your Own AI plan at $50/year and an AI Included plan at $95/year, with the latter not yet launched."
        },
        "observed": true
      },
      {
        "agent_id": "fashion",
        "name": "Fashion",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Subscription",
              "monthly_native": 24,
              "monthly_usd": 24,
              "commitment": "monthly",
              "basis": "$24/month",
              "billing_verified": true
            },
            "rates": [
              {
                "line": "Subscription usage rate",
                "per": "per unit",
                "text": "$0.05 per unit"
              },
              {
                "line": "Pay-as-you-go usage rate",
                "per": "per unit",
                "text": "$0.06 per unit"
              }
            ],
            "currency": "USD",
            "notes": [
              "other prices: Pay as you go $27.50 (one-time)"
            ],
            "lines": [
              {
                "name": "Free Account",
                "price": "$0",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Subscription",
                "price": "$24.00 /mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Subscription usage rate",
                "price": "$0.048/unit",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Pay as you go",
                "price": "$27.50",
                "kind": "one_off",
                "billed": "one_off"
              },
              {
                "name": "Pay-as-you-go usage rate",
                "price": "$0.055/unit",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 24,
          "monthly_usd": 24,
          "headline": "Free plan; paid from $24/mo",
          "summary": "Free plan; paid from $24/mo. Perfect Corp. offers free units, a $24.00/month subscription with usage-based unit pricing, and one-time pay-as-you-go unit packages."
        },
        "observed": true
      },
      {
        "agent_id": "fit",
        "name": "Fit",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public pricing was observed on the supplied homepage, and no pricing page was available."
        },
        "observed": false
      },
      {
        "agent_id": "hellotars_ai",
        "name": "AI Fashion Stylist Agent",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Premium",
              "monthly_native": 499,
              "monthly_usd": 499,
              "commitment": "monthly",
              "basis": "$499/month",
              "billing_verified": false,
              "billing_note": "the pricing page has a \"Billed Monthly Billed Yearly 17% off\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
            },
            "currency": "USD",
            "notes": [
              "billing period unverified: the pricing page has a \"Billed Monthly Billed Yearly 17% off\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
            ],
            "lines": [
              {
                "name": "Freemium",
                "price": "$0/mo",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Premium",
                "price": "$499/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Enterprise",
                "price": "Custom Pricing",
                "kind": "custom"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 499,
          "monthly_usd": 499,
          "headline": "Free plan; paid from $499/mo (billing period unverified: page has a Monthly/Annual toggle)",
          "summary": "Free plan; paid from $499/mo (billing period unverified: page has a Monthly/Annual toggle). Tars offers a freemium plan at $0/mo with 50 conversations, a Premium tier at $499/mo for mid-size businesses, and custom Enterprise pricing."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-personal-stylist"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "ai-personal-stylist",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "hair"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "hair"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}