Benefits Verification
Query this niche via MCP
niche_report({ niche: "benefits-verification" })Agents · median
MCP servers · median
All plans — Agents vs MCPs
each dot = one provider · log scaleNo providers priced at the All tier yet.
All plans
0 pricedProvidervs its cohort medianMonthly
Position is relative to the provider's own delivery-type median at this tier — never a blended one.
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niche_reportprice_benchmark
See the MCP response behind this pageniche_report
{
"niche": "benefits-verification",
"parent_sector": "healthcare-ops",
"provider_type_pricing": {
"slug": "benefits-verification",
"pricing_basis": "lowest_observed_monthly_usd",
"provider_type_methodology": "commercial-form-v2",
"provider_type_methodology_published_at": "2026-07-31",
"blended": {
"median": 29,
"p25": null,
"p75": null,
"providers": 1
},
"by_provider_type": {
"agent": {
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"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": 0,
"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": [
"claims-denial-management",
"clinical-trial-recruitment",
"hcc-risk-adjustment",
"pharmacy-benefits-management",
"medical-billing-codes",
"veterinary-triage"
],
"market_pulse": {
"pulse": 41,
"drivers": [
"enterprise money present"
],
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"money_share": 0.4,
"entry_rate": 0,
"alive_share": 1
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"quarantined_agents": 0,
"confidence": "insufficient",
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"driver": {
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},
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},
"tier_own_move": {
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},
"tier_agents": {
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"obs_range": {
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"tier_obs_range": {
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},
"pricing": {
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"usageShare": 0.5
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"team_sme": {
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},
"byTierCohorts": {
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"rejected": {
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"usage_not_monthly": 11,
"unrankable_or_unparseable": 1
},
"evidence": {
"status": "single_observation",
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"tier": "pro",
"unit": "flat",
"provider": "verify_ai",
"monthly_usd": 29
}
],
"observed_offers": [
{
"billing": "monthly",
"unit": "flat",
"count": 1,
"offers": [
{
"provider": "verify_ai",
"tier": "pro",
"billing": "monthly",
"unit": "flat",
"price": "$29/mo",
"monthly_usd": 29
}
]
},
{
"billing": "usage",
"unit": "flat",
"count": 8,
"offers": [
{
"provider": "stedi_healthcare_mcp",
"tier": "individual",
"billing": "usage",
"unit": "flat",
"price": "$0.30 / eligibility check",
"monthly_usd": null
},
{
"provider": "stedi_healthcare_mcp",
"tier": "individual",
"billing": "usage",
"unit": "flat",
"price": "$1.50 / discovery check",
"monthly_usd": null
},
{
"provider": "stedi_healthcare_mcp",
"tier": "individual",
"billing": "usage",
"unit": "flat",
"price": "$1 / MBI lookup",
"monthly_usd": null
},
{
"provider": "stedi_healthcare_mcp",
"tier": "individual",
"billing": "usage",
"unit": "flat",
"price": "$1 / COB check",
"monthly_usd": null
},
{
"provider": "stedi_healthcare_mcp",
"tier": "individual",
"billing": "usage",
"unit": "flat",
"price": "$0.30 / claim submission",
"monthly_usd": null
},
{
"provider": "stedi_healthcare_mcp",
"tier": "individual",
"billing": "usage",
"unit": "flat",
"price": "$0.20 / adjudicated claim",
"monthly_usd": null
},
{
"provider": "stedi_healthcare_mcp",
"tier": "individual",
"billing": "usage",
"unit": "flat",
"price": "$0.30 / claim status check",
"monthly_usd": null
},
{
"provider": "syllable_medical_records",
"tier": "individual",
"billing": "usage",
"unit": "flat",
"price": "$0.0128/msg",
"monthly_usd": null
}
]
},
{
"billing": "usage",
"unit": "per_call",
"count": 2,
"offers": [
{
"provider": "health_harbor",
"tier": "pro",
"billing": "usage",
"unit": "per_call",
"price": "$4.00 per call",
"monthly_usd": null
},
{
"provider": "health_harbor",
"tier": "individual",
"billing": "usage",
"unit": "per_call",
"price": "$1.00 per call",
"monthly_usd": null
}
]
},
{
"billing": "usage",
"unit": "per_minute",
"count": 1,
"offers": [
{
"provider": "syllable_medical_records",
"tier": "individual",
"billing": "usage",
"unit": "per_minute",
"price": "$0.0754/min",
"monthly_usd": null
}
]
},
{
"billing": "unspecified_period",
"unit": "flat",
"count": 4,
"offers": [
{
"provider": "health_harbor",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Custom",
"monthly_usd": null
},
{
"provider": "health_harbor",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Custom",
"monthly_usd": null
},
{
"provider": "toothy_ai",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Get a quote",
"monthly_usd": null
},
{
"provider": "toothy_ai",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Get a quote",
"monthly_usd": null
}
]
}
],
"coverage": {
"priced_providers": 5,
"normalized_observations": 1,
"comparable_providers": 1,
"strict_cohorts": 0,
"exclusion_reasons": {
"ambiguous_cadence": 4,
"usage_not_monthly": 11,
"unrankable_or_unparseable": 1
}
}
}
},
"billingMix": {
"contact_sales": 1,
"usage": 3,
"subscription": 1
},
"freeTierShare": 0,
"medianLowestUsd": 29
},
"movement": null,
"index_series": {
"series": [
{
"day": "2026-07-19",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-07-20",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-07-21",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-07-22",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-07-23",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-07-24",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-07-25",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-07-26",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-07-27",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-07-28",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-07-29",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-07-30",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-31",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-01",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-02",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-08-03",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-08-04",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-08-05",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-08-06",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-08-07",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-08-08",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-08-09",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-08-10",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-08-11",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-08-12",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-08-13",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-08-14",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-08-15",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-08-16",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-08-17",
"index": 100,
"pairs": 1,
"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": "syllable_medical_records",
"name": "Syllable Medical Records Agent",
"url": "https://syllable.ai/showcase/medical-record-agent",
"short_summary": "Places outbound calls to medical provider offices on behalf of insurance organizations to verify patient details, confirm provider information, and request med…",
"price": {
"observed": true,
"billing": "usage",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Paid (price not published)",
"summary": "Syllable publicly shows configurable, usage-based voice and text estimates rather than fixed subscription plans, with third-party AI services passed through at cost."
},
"evidence_quality": "high",
"upvotes": 0
},
{
"agent_id": "credflow_ai_credentialing_made",
"name": "Credflow Ai Credentialing Made",
"url": "https://credflow.ai/",
"short_summary": "automates healthcare provider credentialing, primary source verification (PSV), payer enrollment, and provider network monitoring",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "Credflow does not publish public pricing and directs prospective customers to book a demo or contact a specialist."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "just_add_ai",
"name": "AI expertise for customer inquiries, documents, invoice verification",
"url": "https://justadd.ai/en/ai-in-health/",
"short_summary": "Provides custom AI solutions for healthcare/insurance: answering customer inquiries, knowledge management, generating medical history reports, verifying invoic…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "toothy_ai",
"name": "Toothy Ai",
"url": "https://toothy.ai/",
"short_summary": "Automates dental insurance verification and billing/revenue cycle management—from eligibility verification to clean claim submission, payment posting, and AR f…",
"price": {
"observed": true,
"billing": "contact_sales",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Contact sales (no public price)",
"summary": "Toothy publishes no numeric prices; plans are tailored to practice size, appointment volume, payer mix, and verification usage and require a quote or demo."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "verify_ai",
"name": "Verify AI",
"url": "https://aiagentstore.ai/ai-agent/verify-ai",
"short_summary": "automates verification of patient insurance benefits by directly communicating with insurers, performing eligibility checks and flagging discrepancies",
"price": {
"observed": true,
"billing": "subscription",
"lowest_monthly_usd": 29,
"monthly_usd": 29,
"headline": "From $29/mo",
"summary": "From $29/mo. Verify AI (Thoughtful AI EVA) is listed at $29/mo for automating healthcare eligibility and benefits verification."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "health_harbor",
"name": "Health Harbor",
"url": "https://healthharbor.co/",
"short_summary": "AI agent that calls health insurance companies on behalf of healthcare providers to handle benefit verifications, prior authorizations, and claim follow-ups. N…",
"price": {
"observed": true,
"billing": "usage",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Paid (price not published)",
"summary": "Health Harbor offers usage-based plans at $1.00 or $4.00 per call, plus a $99 per team member monthly Copilot plan and custom enterprise options."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "magical_benefits_verification",
"name": "Magical Benefits Verification",
"url": "https://getmagical.com/agents/benefits-verification",
"short_summary": "Production-ready AI agent that automates healthcare benefits verification, eligibility checks, and patient responsibility calculations. Integrates with EHR and…",
"price": {
"observed": false,
"billing": "unknown",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "stedi_healthcare_mcp",
"name": "Stedi Healthcare",
"url": "https://stedi.com/docs/healthcare/mcp-server",
"short_summary": "Model Context Protocol server that enables AI agents to perform healthcare eligibility checks through Stedi's platform. Provides tools for payer lookup, eligib…",
"price": {
"observed": true,
"billing": "usage",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Paid (price not published)",
"summary": "Stedi publishes volume-based USD usage rates for healthcare eligibility, discovery, lookup, coordination, claims, ERA, and claim-status services rather than fixed monthly plans."
},
"evidence_quality": "unclear",
"upvotes": 0
}
],
"platforms_also_here": [
{
"agent_id": "transcure_ai_agents",
"name": "Transcure Ai Agents",
"url": "https://transcure.net/medical-billing/services/ai-agents",
"short_summary": "AI agents for medical billing automation that handle prior authorizations, denials, and repetitive RCM tasks. Includes ELIXA for eligibility verification and P…",
"price": {
"observed": true,
"billing": "free",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Free",
"summary": "The homepage's structured data lists the AI Agents offering at $0, but provides no billing period or detailed public plan pricing."
},
"home_niche": "claims-denial-management",
"also_covers": true,
"upvotes": 0
}
],
"page_url": "https://agentery.com/market/benefits-verification",
"summary": {
"niche": "benefits-verification",
"sector": "healthcare-ops",
"pricing_by_provider_type": {
"headline": "No published benchmark for benefits-verification 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": "benefits-verification"
},
"note": "add provider_type + buyer_tier for a specific cohort"
}
},
"page_url": "https://agentery.com/market/benefits-verification",
"counts": {
"listings_with_price_capture": 8,
"listings_with_observed_public_price": 5,
"providers_with_numeric_monthly_price_latest_scan": null,
"like_for_like_comparable_pairs": null
},
"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": "single_observation",
"pricing_by_tier": null,
"single_observations": [
{
"tier": "pro",
"unit": "flat",
"provider": "verify_ai",
"monthly_usd": 29
}
],
"pricing_coverage": {
"listings_with_price_capture": 8,
"listings_with_observed_public_price": 5,
"normalized_observations": 1,
"comparable_providers": 1,
"strict_cohorts": 0,
"exclusion_reasons": {
"ambiguous_cadence": 4,
"usage_not_monthly": 11,
"unrankable_or_unparseable": 1
}
},
"pricing_note": "Only ONE provider in this niche publishes a comparable price — returned as a single observation, NOT a benchmark, median or fair price. See adjacent_pricing or confirm the niche to widen the sample.",
"pricing_excluded_observations": {
"ambiguous_cadence": 4,
"usage_not_monthly": 11,
"unrankable_or_unparseable": 1
},
"billing_mix": {
"contact_sales": 1,
"usage": 3,
"subscription": 1
},
"free_tier_share": 0,
"top_providers": [
{
"agent_id": "syllable_medical_records",
"name": "Syllable Medical Records Agent",
"price": {
"observed": true,
"billing": "usage",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Paid (price not published)",
"summary": "Syllable publicly shows configurable, usage-based voice and text estimates rather than fixed subscription plans, with third-party AI services passed through at cost."
},
"observed": true
},
{
"agent_id": "credflow_ai_credentialing_made",
"name": "Credflow Ai Credentialing Made",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "Credflow does not publish public pricing and directs prospective customers to book a demo or contact a specialist."
},
"observed": false
},
{
"agent_id": "just_add_ai",
"name": "AI expertise for customer inquiries, documents, invoice verification",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"observed": false
},
{
"agent_id": "toothy_ai",
"name": "Toothy Ai",
"price": {
"observed": true,
"billing": "contact_sales",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Contact sales (no public price)",
"summary": "Toothy publishes no numeric prices; plans are tailored to practice size, appointment volume, payer mix, and verification usage and require a quote or demo."
},
"observed": true
},
{
"agent_id": "verify_ai",
"name": "Verify AI",
"price": {
"observed": true,
"billing": "subscription",
"lowest_monthly_usd": 29,
"monthly_usd": 29,
"headline": "From $29/mo",
"summary": "From $29/mo. Verify AI (Thoughtful AI EVA) is listed at $29/mo for automating healthcare eligibility and benefits verification."
},
"observed": true
}
],
"suggested_next_calls": [
{
"tool": "price_benchmark",
"arguments": {
"niche": "benefits-verification"
},
"purpose": "full observed price distribution + per-tier medians for this niche"
},
{
"tool": "niche_report",
"arguments": {
"niche": "benefits-verification",
"response_mode": "full"
},
"purpose": "the complete report incl. index series and tier decomposition"
},
{
"tool": "suggest_alternatives",
"arguments": {
"agent_id": "syllable_medical_records"
},
"purpose": "comparable (optionally cheaper) providers to a named agent"
},
{
"tool": "get_agent_profile",
"arguments": {
"agent_id": "syllable_medical_records"
},
"purpose": "full profile, integrations and pricing for one provider"
}
]
}
}Full market
1 providers, one sortable view
Dense enough for many listings; progressive disclosure keeps mobile usable.
ProviderTypeFromVs niche medianLiveness
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.