~ · home · consumer-personal ai-financial-coach-personal · 5

AI Financial Coach Personal

Query this niche via MCPniche_report({ niche: "ai-financial-coach-personal" })
active marketmarket pulse 40/100commercial money present0 new builders in 30d5 listings
basis: all observed monthly plans · commercial-form-v2
Agents · median
None priced — too few for a Agents median.
MCP servers · median
None priced — too few for a MCP servers median.

All plansAgents vs MCPs

each dot = one provider · log scale
No providers priced at the All tier yet.

All plans

0 priced
Providervs its cohort medianMonthly
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": "ai-financial-coach-personal",
  "parent_sector": "consumer-personal",
  "provider_type_pricing": {
    "slug": "ai-financial-coach-personal",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 9.99,
      "p25": null,
      "p75": null,
      "providers": 3
    },
    "by_provider_type": {
      "agent": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 1,
        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced Agent-economy products are available."
      },
      "mcp": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 2,
        "publishable": false,
        "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
  },
  "crowding_level": "sparse",
  "observed_node_count": 2,
  "adjacent_niches": [
    "ai-tax-prep-consumer",
    "visa-immigration-consumer",
    "mental-health-companion",
    "ai-nutritionist",
    "ai-legal-assistant-consumer",
    "local-ai-platform"
  ],
  "market_pulse": {
    "pulse": 40,
    "drivers": [
      "enterprise money present"
    ],
    "price_move_30d_pct": null,
    "money_share": 0.5,
    "entry_rate": 0,
    "alive_share": 1
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 0,
    "comparable_agents": 2,
    "quarantined_agents": 1,
    "confidence": "thin",
    "published": {
      "d": false,
      "w": false,
      "m": false
    },
    "held_reason": {
      "d": null,
      "w": null,
      "m": null
    },
    "driver": {
      "d": null,
      "w": null,
      "m": null
    },
    "tier_contribution": {
      "d": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_series": {
      "individual": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "pro": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "team_sme": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "enterprise": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ]
    },
    "tier_own_move": {
      "d": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_agents": {
      "individual": 1,
      "pro": 1,
      "team_sme": 1,
      "enterprise": 0
    },
    "obs_range": {
      "d": null,
      "w": null,
      "m": null
    },
    "tier_obs_range": {
      "d": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "w": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "m": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      }
    }
  },
  "pricing": {
    "sampleSize": 6,
    "observed": 4,
    "byPersona": {
      "free": {
        "n": 2,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "usageShare": 0
      },
      "individual": {
        "n": 1,
        "nPriced": 1,
        "reliability": "none",
        "median": 9.99,
        "p25": 9.99,
        "p75": 9.99,
        "min": 9.99,
        "max": 9.99,
        "usageShare": 0
      },
      "pro": {
        "n": 4,
        "nPriced": 4,
        "reliability": "low",
        "median": 54.9,
        "p25": 24.9,
        "p75": 109.68,
        "min": 9.9,
        "max": 199,
        "usageShare": 0
      },
      "team_sme": {
        "n": 1,
        "nPriced": 1,
        "reliability": "none",
        "median": 3999,
        "p25": 3999,
        "p75": 3999,
        "min": 3999,
        "max": 3999,
        "usageShare": 0
      },
      "enterprise": {
        "n": 4,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "usageShare": 0
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 1,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "pro": {
        "nMonthly": 4,
        "p25": 24.9,
        "median": 54.9,
        "p75": 109.68,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 1,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "enterprise": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 114.45,
          "provider_count": 2,
          "plan_observation_count": 4,
          "data_confidence": 0.17,
          "data_confidence_basis": {
            "provider_component": 0.17,
            "observation_component": 0.2,
            "provider_count": 2,
            "plan_observation_count": 4
          },
          "reliability": "low",
          "members": [
            {
              "provider": "iweaver_personal_finance_coach",
              "usd": 29.9
            },
            {
              "provider": "koko_finance",
              "usd": 199
            }
          ]
        }
      ],
      "rejected": {
        "ambiguous_cadence": 4
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 6,
            "offers": [
              {
                "provider": "financial_coach",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$9.99 USD/month",
                "monthly_usd": 9.99
              },
              {
                "provider": "iweaver_personal_finance_coach",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$9.9 /mo",
                "monthly_usd": 9.9
              },
              {
                "provider": "iweaver_personal_finance_coach",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29.9 /mo",
                "monthly_usd": 29.9
              },
              {
                "provider": "iweaver_personal_finance_coach",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$79.9 /mo",
                "monthly_usd": 79.9
              },
              {
                "provider": "koko_finance",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199 /month",
                "monthly_usd": 199
              },
              {
                "provider": "koko_finance",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$3,999 /month",
                "monthly_usd": 3999
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 4,
            "offers": [
              {
                "provider": "koko_finance",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "panorad_financial_wellness",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact sales",
                "monthly_usd": null
              },
              {
                "provider": "panorad_financial_wellness",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact sales",
                "monthly_usd": null
              },
              {
                "provider": "panorad_financial_wellness",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact sales",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 4,
          "normalized_observations": 6,
          "comparable_providers": 3,
          "strict_cohorts": 1,
          "exclusion_reasons": {
            "ambiguous_cadence": 4
          }
        }
      }
    },
    "billingMix": {
      "contact_sales": 1,
      "freemium": 1,
      "subscription": 2
    },
    "freeTierShare": 0.25,
    "medianLowestUsd": 9.99
  },
  "movement": {
    "niche": "ai-financial-coach-personal",
    "sector": "consumer-personal",
    "pricedNow": 3,
    "pairs": 2,
    "repriced": [],
    "newlyPriced": [
      "financial_coach"
    ],
    "droppedFromPriced": [],
    "likeForLikePct": 0,
    "kind": "composition",
    "narrative": "Composition change (average moved, but no agent changed its price): 1 newly published pricing."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-08",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-09",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-10",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-11",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-12",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-13",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-14",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-15",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-16",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-17",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-18",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      }
    ],
    "latest": 100,
    "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": "financial_coach",
      "name": "Financial Coach",
      "url": "https://shelter.money",
      "short_summary": "tracks spending, bills, and cash flow to show safe-to-spend amounts and prevent overdrafts",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 9.99,
        "monthly_usd": 9.99,
        "headline": "From $9.99/mo",
        "summary": "From $9.99/mo. Shelter offers one Guardian subscription at $9.99 USD per month after a 14-day trial."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "koko_finance",
      "name": "Koko Finance",
      "url": "https://kokofinance.net/developers.html",
      "short_summary": "Analyze credit card portfolios, compare cards, provide recommendations, check renewal value, give merchant-level advice, extract card terms, and track data cha…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 199,
        "monthly_usd": 199,
        "headline": "From $199/mo",
        "summary": "From $199/mo. Koko Finance offers a $0 evaluation tier with 1,000 lifetime API calls, paid Pro and Scale subscriptions from $199/month, usage-based overages, and custom Enterprise pricing."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "panorad_financial_wellness",
      "name": "AI Financial Wellness Coach Chatbot",
      "url": "https://panorad.ai/agents/financial_wellness_coach_chatbot",
      "short_summary": "Provides personalized financial wellness coaching, analyzes documents, surfaces workflow risks, and automates personal finance work for financial services teams",
      "price": {
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "Panorad does not publish fixed self-serve pricing and scopes commercial terms around workflow, deployment, governance, and rollout requirements."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "iweaver_personal_finance_coach",
      "name": "Iweaver Personal Finance Coach",
      "url": "https://iweaver.ai/agents/personal-finance-coach",
      "short_summary": "Provides personalized financial coaching, budgeting, debt payoff planning, savings strategies, and progress tracking",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 9.9,
        "monthly_usd": 9.9,
        "headline": "Free tier, then from $9.9/mo",
        "summary": "Free tier, then from $9.9/mo. iWeaver offers a free plan and three monthly paid plans priced from $9.9 to $79.9, with higher tiers providing more credits and access to advanced or flagship models."
      },
      "evidence_quality": "low",
      "upvotes": 0
    },
    {
      "agent_id": "tendi",
      "name": "Tendi",
      "url": "https://tendi.ai/",
      "short_summary": "AI-powered personal financial advisor that analyzes spending, saving, and investing habits to provide personalized financial planning, budgeting advice, and go…",
      "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 Tendi homepage, and no pricing page was provided."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [],
  "page_url": "https://agentery.com/market/ai-financial-coach-personal",
  "summary": {
    "niche": "ai-financial-coach-personal",
    "sector": "consumer-personal",
    "pricing_by_provider_type": {
      "headline": "No published benchmark for ai-financial-coach-personal yet — too few comparable priced providers.",
      "benchmarks": [],
      "warnings": [
        "No priced providers meet the benchmark bar for this scope."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-financial-coach-personal"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/ai-financial-coach-personal",
    "counts": {
      "listings_with_price_capture": 6,
      "listings_with_observed_public_price": 4,
      "providers_with_numeric_monthly_price_latest_scan": 3,
      "like_for_like_comparable_pairs": 2
    },
    "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": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 114.45,
        "provider_count": 2,
        "plan_observation_count": 4,
        "data_confidence": 0.17,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.2,
          "provider_count": 2,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "iweaver_personal_finance_coach",
            "usd": 29.9
          },
          {
            "provider": "koko_finance",
            "usd": 199
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 6,
      "listings_with_observed_public_price": 4,
      "normalized_observations": 6,
      "comparable_providers": 3,
      "strict_cohorts": 1,
      "exclusion_reasons": {
        "ambiguous_cadence": 4
      }
    },
    "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
    },
    "billing_mix": {
      "contact_sales": 1,
      "freemium": 1,
      "subscription": 2
    },
    "free_tier_share": 0.25,
    "top_providers": [
      {
        "agent_id": "financial_coach",
        "name": "Financial Coach",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 9.99,
          "monthly_usd": 9.99,
          "headline": "From $9.99/mo",
          "summary": "From $9.99/mo. Shelter offers one Guardian subscription at $9.99 USD per month after a 14-day trial."
        },
        "observed": true
      },
      {
        "agent_id": "koko_finance",
        "name": "Koko Finance",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 199,
          "monthly_usd": 199,
          "headline": "From $199/mo",
          "summary": "From $199/mo. Koko Finance offers a $0 evaluation tier with 1,000 lifetime API calls, paid Pro and Scale subscriptions from $199/month, usage-based overages, and custom Enterprise pricing."
        },
        "observed": true
      },
      {
        "agent_id": "panorad_financial_wellness",
        "name": "AI Financial Wellness Coach Chatbot",
        "price": {
          "observed": true,
          "billing": "contact_sales",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Contact sales (no public price)",
          "summary": "Panorad does not publish fixed self-serve pricing and scopes commercial terms around workflow, deployment, governance, and rollout requirements."
        },
        "observed": true
      },
      {
        "agent_id": "iweaver_personal_finance_coach",
        "name": "Iweaver Personal Finance Coach",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 9.9,
          "monthly_usd": 9.9,
          "headline": "Free tier, then from $9.9/mo",
          "summary": "Free tier, then from $9.9/mo. iWeaver offers a free plan and three monthly paid plans priced from $9.9 to $79.9, with higher tiers providing more credits and access to advanced or flagship models."
        },
        "observed": true
      },
      {
        "agent_id": "tendi",
        "name": "Tendi",
        "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 Tendi homepage, and no pricing page was provided."
        },
        "observed": false
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-financial-coach-personal"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "ai-financial-coach-personal",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "financial_coach"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "financial_coach"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}
Full market

3 providers, one sortable view

Dense enough for many listings; progressive disclosure keeps mobile usable.

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.