Defect Detection Vision
Query this niche via MCP
market_report({ query: "Defect Detection Vision", response_mode: "summary" })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.
What the figures on this page are. This page is Agentery's fixed-niche view of Defect Detection Vision (latest observation 2026-10-15T03:43:03.005Z). The headline medians above are computed from that data per delivery type and buyer-tier tab: on a tier tab, the median of each provider's plan at that tier; on “All”, every priced plan point across tiers pooled. Small cohorts show as “too few” rather than a median. The embedded response below is the broader fixed-niche report: its
by_provider_type.*.median pools all tiers, pricing.byPersona.* is per buyer tier, and the unit cohorts (e.g. Pro flat) are per tier and billing unit — so those blocks legitimately differ from one headline figure. Over MCP today the advertised tools are market_report (a semantic neighbourhood for your query, not this fixed niche) and price_benchmark (query/task); niche_report stays callable as a legacy alias. Their cohorts are defined differently, so their numbers can differ from this page.market_reportprice_benchmark
See the MCP response behind this pagefixed-niche report (legacy niche_report alias, full mode) — broader than the headline figure
{
"niche": "defect-detection-vision",
"parent_sector": "manufacturing-industrial",
"provider_type_pricing": {
"slug": "defect-detection-vision",
"pricing_basis": "lowest_observed_monthly_usd",
"provider_type_methodology": "commercial-form-v2",
"provider_type_methodology_published_at": "2026-07-31",
"blended": {
"median": 1534.5,
"p25": null,
"p75": null,
"providers": 2
},
"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": 1,
"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": [
"inventory-optimization",
"iso-compliance-documentation",
"production-schedule-optimization",
"production-yield-optimization",
"demand-forecasting",
"anomaly-classification-agent"
],
"market_pulse": {
"pulse": 55,
"drivers": [
"enterprise money present"
],
"price_move_30d_pct": null,
"money_share": 0.6666666666666666,
"entry_rate": 0,
"alive_share": 1
},
"price_move": {
"d_pct": 0,
"w_pct": 0,
"m_pct": 0,
"comparable_agents": 1,
"quarantined_agents": 0,
"confidence": "insufficient",
"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,
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,
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,
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,
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,
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,
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,
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,
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,
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,
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,
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,
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": 0,
"pro": 1,
"team_sme": 0,
"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": 5,
"observed": 3,
"byPersona": {
"free": {
"n": 0,
"nPriced": 0,
"reliability": "none",
"median": null,
"p25": null,
"p75": null,
"min": null,
"max": null,
"mean": null,
"stdev": null,
"usageShare": 0
},
"individual": {
"n": 0,
"nPriced": 0,
"reliability": "none",
"median": null,
"p25": null,
"p75": null,
"min": null,
"max": null,
"mean": null,
"stdev": null,
"usageShare": 0
},
"pro": {
"n": 1,
"nPriced": 1,
"reliability": "none",
"median": 69,
"p25": 69,
"p75": 69,
"min": 69,
"max": 69,
"mean": 69,
"stdev": 0,
"usageShare": 0
},
"team_sme": {
"n": 0,
"nPriced": 0,
"reliability": "none",
"median": null,
"p25": null,
"p75": null,
"min": null,
"max": null,
"mean": null,
"stdev": null,
"usageShare": 0
},
"enterprise": {
"n": 8,
"nPriced": 4,
"reliability": "low",
"median": 9000,
"p25": 2375,
"p75": 23750,
"min": 500,
"max": 50000,
"mean": 17125,
"stdev": 22812.19,
"usageShare": 0
}
},
"byPersonaMonthly": {
"free": {
"nMonthly": 0,
"p25": null,
"median": null,
"p75": null,
"confidence": "none",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": false
},
"individual": {
"nMonthly": 0,
"p25": null,
"median": null,
"p75": null,
"confidence": "none",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": false
},
"pro": {
"nMonthly": 1,
"p25": null,
"median": null,
"p75": null,
"confidence": "none",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": false
},
"team_sme": {
"nMonthly": 0,
"p25": null,
"median": null,
"p75": null,
"confidence": "none",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": false
},
"enterprise": {
"nMonthly": 4,
"p25": 2375,
"median": 9000,
"p75": 23750,
"confidence": "low",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": true
}
},
"byTierCohorts": {
"status": "insufficient",
"cohorts": [],
"rejected": {
"range": 4,
"one_time": 4
},
"evidence": {
"status": "single_observation",
"single_observations": [
{
"tier": "pro",
"unit": "flat",
"provider": "qualityiris",
"monthly_usd": 69
}
],
"observed_offers": [
{
"billing": "monthly",
"unit": "flat",
"count": 1,
"offers": [
{
"provider": "qualityiris",
"tier": "pro",
"billing": "monthly",
"unit": "flat",
"price": "$69 / inspector / month",
"monthly_usd": 69
}
]
},
{
"billing": "one_time",
"unit": "flat",
"count": 4,
"offers": [
{
"provider": "equipment_inspection_ai_agent_",
"tier": "enterprise",
"billing": "one_time",
"unit": "flat",
"price": "$15,000 to $60,000",
"monthly_usd": null
},
{
"provider": "equipment_inspection_ai_agent_",
"tier": "enterprise",
"billing": "one_time",
"unit": "flat",
"price": "$40,000 to $120,000",
"monthly_usd": null
},
{
"provider": "equipment_inspection_ai_agent_",
"tier": "enterprise",
"billing": "one_time",
"unit": "flat",
"price": "$100,000 to $350,000",
"monthly_usd": null
},
{
"provider": "equipment_inspection_ai_agent_",
"tier": "enterprise",
"billing": "one_time",
"unit": "flat",
"price": "$300,000 to $800,000 or more",
"monthly_usd": null
}
]
}
],
"coverage": {
"priced_providers": 2,
"normalized_observations": 1,
"comparable_providers": 1,
"strict_cohorts": 0,
"exclusion_reasons": {
"range": 4,
"one_time": 4
}
}
}
},
"quoteOnlyProvidersByTier": {
"pro": 0,
"enterprise": 0
},
"billingMix": {
"subscription": 2,
"contact_sales": 1
},
"freeTierShare": 0,
"medianLowestUsd": 1534.5
},
"movement": {
"niche": "defect-detection-vision",
"sector": "manufacturing-industrial",
"pricedNow": 2,
"pairs": 1,
"repriced": [],
"newlyPriced": [
"equipment_inspection_ai_agent_"
],
"droppedFromPriced": [],
"likeForLikePct": 0,
"kind": "composition",
"narrative": "Composition change (average moved, but no agent changed its price): 1 newly published pricing."
},
"index_series": {
"series": [
{
"day": "2026-09-16",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-09-17",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-09-18",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-09-19",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-09-20",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-09-21",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-09-22",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-09-23",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-09-24",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-09-25",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-09-26",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-09-27",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-09-28",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-09-29",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-09-30",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-10-01",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-10-02",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-10-03",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-10-04",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-10-05",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-10-06",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-10-07",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-10-08",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-10-09",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-10-10",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-10-11",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-10-12",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-10-13",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-10-14",
"index": 100,
"pairs": 1,
"dayChangePct": 0
},
{
"day": "2026-10-15",
"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": "equipment_inspection_ai_agent_",
"name": "Equipment Inspection AI Agent",
"url": "https://intellectyx.com/equipment-inspection-ai-agent",
"short_summary": "automated equipment inspection and monitoring, detecting defects and anomalies, and generating predictive maintenance recommendations",
"price": {
"commercial": {
"entry_offer": {
"line": "Low-Volume Internal Agent",
"monthly_native": 500,
"monthly_usd": 500,
"commitment": "monthly",
"basis": "$500/month",
"billing_verified": true
},
"currency": "USD",
"notes": [
"add-on / component (not a whole-product price): Departmental Copilot or Agent $3,000 to $15,000 per month — whether a paid base plan is required is not stated",
"other prices: Fixed-Fee Discovery and Architecture $15,000 to $60,000 (one-time); Focused Proof of Concept $40,000 to $120,000 (one-time); Production Single Agent $100,000 to $350,000 (one-time); Multi-Agent Enterp"
],
"lines": [
{
"name": "Low-Volume Internal Agent",
"price": "$500 to $3,000 per month",
"kind": "base_subscription",
"billed": "monthly"
},
{
"name": "Departmental Copilot or Agent",
"price": "$3,000 to $15,000 per month",
"kind": "add_on",
"billed": "monthly"
},
{
"name": "Production Enterprise Agent",
"price": "$15,000 to $75,000 per month",
"kind": "base_subscription",
"billed": "monthly"
},
{
"name": "Multi-Agent Operation",
"price": "$50,000 to $250,000 or more per month",
"kind": "base_subscription",
"billed": "monthly"
},
{
"name": "Fixed-Fee Discovery and Architecture",
"price": "$15,000 to $60,000",
"kind": "one_off",
"billed": "one_off"
},
{
"name": "Focused Proof of Concept",
"price": "$40,000 to $120,000",
"kind": "one_off",
"billed": "one_off"
},
{
"name": "Production Single Agent",
"price": "$100,000 to $350,000",
"kind": "one_off",
"billed": "one_off"
},
{
"name": "Multi-Agent Enterprise System",
"price": "$300,000 to $800,000 or more",
"kind": "one_off",
"billed": "one_off"
}
]
},
"observed": true,
"billing": "subscription",
"lowest_monthly_usd": 500,
"monthly_usd": 500,
"headline": "From $500/mo",
"summary": "From $500/mo. The article gives indicative USD ranges from $500 to $250,000 or more per month for operating AI agents, plus one-time discovery and build estimates, rather than fixed SaaS plan prices."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "qualityiris",
"name": "Qualityiris",
"url": "https://qualityiris.com/mcp",
"short_summary": "Offline-ready apparel QA SaaS, one simple system for inline checks, AQL audits, and AI-defect analysis",
"price": {
"commercial": {
"entry_offer": {
"line": "QualityIris",
"monthly_native": 69,
"monthly_usd": 69,
"commitment": "monthly",
"basis": "$69 per inspector/month × 1",
"billing_verified": false,
"billing_note": "the pricing page has a \"Monthly Annual save ~17%\" 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 \"Monthly Annual save ~17%\" 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": "QualityIris",
"price": "$69 / inspector / month",
"kind": "base_subscription",
"unit": "inspector",
"billed": "monthly"
}
]
},
"observed": true,
"billing": "subscription",
"lowest_monthly_usd": 69,
"monthly_usd": 69,
"headline": "From $69/mo ($69 per inspector/month × 1) (billing period unverified: page has a Monthly/Annual toggle)",
"summary": "From $69/mo ($69 per inspector/month × 1) (billing period unverified: page has a Monthly/Annual toggle). QualityIris costs $69 per inspector per month, with other listed roles included free and annual billing available at approximately 17% savings."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "vidhemacom",
"name": "Manufacturing Quality Control AI Agent",
"url": "https://vidhema.com/ai-agents/manufacturing-quality-control-ai-agent",
"short_summary": "monitors manufacturing production quality in real-time, detects defects, and maintains compliance with industry standards using computer vision and machine lea…",
"price": {
"commercial": {
"currency": "USD",
"lines": []
},
"observed": true,
"billing": "contact_sales",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Contact sales (no public price)",
"summary": "Contact sales (no public price). The AI agent page provides no public pricing and directs prospective customers to request a demo or contact sales."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "autonomous_monitoring_agents_a",
"name": "Autonomous Monitoring Agents",
"url": "https://ripik.ai/autonomous-monitoring-agents-for-industries",
"short_summary": "monitors industrial environments using computer vision to detect anomalies, track equipment health, and provide predictive insights",
"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": "low",
"upvotes": 0
},
{
"agent_id": "abyss_fluid_ai",
"name": "Abyss Fluid Ai",
"url": "https://itumo.app/en/",
"short_summary": "Industrial visual inspection AI agent that monitors fluid systems using existing camera footage. Detects foaming, oil films, leaks, turbidity, liquid level cha…",
"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": "unclear",
"upvotes": 0
}
],
"platforms_also_here": [],
"page_url": "https://agentery.com/market/defect-detection-vision",
"summary": {
"niche": "defect-detection-vision",
"sector": "manufacturing-industrial",
"pricing_by_provider_type": {
"headline": "No published benchmark for defect-detection-vision 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": "defect-detection-vision"
},
"note": "add provider_type + buyer_tier for a specific cohort"
}
},
"page_url": "https://agentery.com/market/defect-detection-vision",
"counts": {
"listings_with_price_capture": 5,
"listings_with_observed_public_price": 3,
"providers_with_numeric_monthly_price_latest_scan": 2,
"like_for_like_comparable_pairs": 1
},
"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": "qualityiris",
"monthly_usd": 69
}
],
"pricing_coverage": {
"listings_with_price_capture": 5,
"listings_with_observed_public_price": 3,
"normalized_observations": 1,
"comparable_providers": 1,
"strict_cohorts": 0,
"exclusion_reasons": {
"range": 4,
"one_time": 4
}
},
"pricing_note": "Only ONE provider in this market publishes a comparable price — returned as a single observation, NOT a benchmark, median or fair price. See adjacent_pricing or confirm the market to widen the sample.",
"pricing_excluded_observations": {
"range": 4,
"one_time": 4
},
"billing_mix": {
"subscription": 2,
"contact_sales": 1
},
"free_tier_share": 0,
"top_providers": [
{
"agent_id": "equipment_inspection_ai_agent_",
"name": "Equipment Inspection AI Agent",
"price": {
"commercial": {
"entry_offer": {
"line": "Low-Volume Internal Agent",
"monthly_native": 500,
"monthly_usd": 500,
"commitment": "monthly",
"basis": "$500/month",
"billing_verified": true
},
"currency": "USD",
"notes": [
"add-on / component (not a whole-product price): Departmental Copilot or Agent $3,000 to $15,000 per month — whether a paid base plan is required is not stated",
"other prices: Fixed-Fee Discovery and Architecture $15,000 to $60,000 (one-time); Focused Proof of Concept $40,000 to $120,000 (one-time); Production Single Agent $100,000 to $350,000 (one-time); Multi-Agent Enterp"
],
"lines": [
{
"name": "Low-Volume Internal Agent",
"price": "$500 to $3,000 per month",
"kind": "base_subscription",
"billed": "monthly"
},
{
"name": "Departmental Copilot or Agent",
"price": "$3,000 to $15,000 per month",
"kind": "add_on",
"billed": "monthly"
},
{
"name": "Production Enterprise Agent",
"price": "$15,000 to $75,000 per month",
"kind": "base_subscription",
"billed": "monthly"
},
{
"name": "Multi-Agent Operation",
"price": "$50,000 to $250,000 or more per month",
"kind": "base_subscription",
"billed": "monthly"
},
{
"name": "Fixed-Fee Discovery and Architecture",
"price": "$15,000 to $60,000",
"kind": "one_off",
"billed": "one_off"
},
{
"name": "Focused Proof of Concept",
"price": "$40,000 to $120,000",
"kind": "one_off",
"billed": "one_off"
},
{
"name": "Production Single Agent",
"price": "$100,000 to $350,000",
"kind": "one_off",
"billed": "one_off"
},
{
"name": "Multi-Agent Enterprise System",
"price": "$300,000 to $800,000 or more",
"kind": "one_off",
"billed": "one_off"
}
]
},
"observed": true,
"billing": "subscription",
"lowest_monthly_usd": 500,
"monthly_usd": 500,
"headline": "From $500/mo",
"summary": "From $500/mo. The article gives indicative USD ranges from $500 to $250,000 or more per month for operating AI agents, plus one-time discovery and build estimates, rather than fixed SaaS plan prices."
},
"observed": true
},
{
"agent_id": "qualityiris",
"name": "Qualityiris",
"price": {
"commercial": {
"entry_offer": {
"line": "QualityIris",
"monthly_native": 69,
"monthly_usd": 69,
"commitment": "monthly",
"basis": "$69 per inspector/month × 1",
"billing_verified": false,
"billing_note": "the pricing page has a \"Monthly Annual save ~17%\" 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 \"Monthly Annual save ~17%\" 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": "QualityIris",
"price": "$69 / inspector / month",
"kind": "base_subscription",
"unit": "inspector",
"billed": "monthly"
}
]
},
"observed": true,
"billing": "subscription",
"lowest_monthly_usd": 69,
"monthly_usd": 69,
"headline": "From $69/mo ($69 per inspector/month × 1) (billing period unverified: page has a Monthly/Annual toggle)",
"summary": "From $69/mo ($69 per inspector/month × 1) (billing period unverified: page has a Monthly/Annual toggle). QualityIris costs $69 per inspector per month, with other listed roles included free and annual billing available at approximately 17% savings."
},
"observed": true
},
{
"agent_id": "vidhemacom",
"name": "Manufacturing Quality Control AI Agent",
"price": {
"commercial": {
"currency": "USD",
"lines": []
},
"observed": true,
"billing": "contact_sales",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Contact sales (no public price)",
"summary": "Contact sales (no public price). The AI agent page provides no public pricing and directs prospective customers to request a demo or contact sales."
},
"observed": true
},
{
"agent_id": "autonomous_monitoring_agents_a",
"name": "Autonomous Monitoring Agents",
"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": "abyss_fluid_ai",
"name": "Abyss Fluid Ai",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"observed": false
}
],
"suggested_next_calls": [
{
"tool": "price_benchmark",
"arguments": {
"niche": "defect-detection-vision"
},
"purpose": "full observed price distribution + per-tier medians for this niche"
},
{
"tool": "niche_report",
"arguments": {
"niche": "defect-detection-vision",
"response_mode": "full"
},
"purpose": "the complete report incl. index series and tier decomposition"
},
{
"tool": "suggest_alternatives",
"arguments": {
"agent_id": "equipment_inspection_ai_agent_"
},
"purpose": "comparable (optionally cheaper) providers to a named agent"
},
{
"tool": "get_agent_profile",
"arguments": {
"agent_id": "equipment_inspection_ai_agent_"
},
"purpose": "full profile, integrations and pricing for one provider"
}
]
}
}Full market
2 providers, one sortable view
Dense enough for many listings; progressive disclosure keeps mobile usable.
ProviderTypeFromVs niche medianLiveness
Equipment Inspection AI Agentautomated equipment inspection and monitoring, detecting defects and anomalies, and generating predictive maintenance recommendations
QualityirisOffline-ready apparel QA SaaS, one simple system for inline checks, AQL audits, and AI-defect analysisShowing only providers with a published price or a free plan. $29 = lowest observed monthly · Free = free to use · Free tier = free plan + paid options.