Defect Detection Vision
Query this niche via MCP
niche_report({ niche: "defect-detection-vision" })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.
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": "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": {
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"p25": null,
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"providers": 1
},
"by_provider_type": {
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"publishable": false,
"confidence": "insufficient",
"reason": "Fewer than three comparable priced Agent-economy products are available."
},
"mcp": {
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"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": [
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"iso-compliance-documentation",
"production-schedule-optimization",
"production-yield-optimization",
"anomaly-classification-agent",
"demand-forecasting"
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"market_pulse": {
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},
"pricing": {
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},
"pro": {
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}
},
"byTierCohorts": {
"status": "insufficient",
"cohorts": [],
"rejected": {},
"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
}
]
}
],
"coverage": {
"priced_providers": 1,
"normalized_observations": 1,
"comparable_providers": 1,
"strict_cohorts": 0,
"exclusion_reasons": {}
}
}
},
"billingMix": {
"subscription": 1
},
"freeTierShare": 0,
"medianLowestUsd": 69
},
"movement": null,
"index_series": {
"series": [
{
"day": "2026-07-19",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-20",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-21",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-22",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-23",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-24",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-25",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-26",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-27",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-28",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-29",
"index": 100,
"pairs": 0,
"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": 0,
"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": "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": {
"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": "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": {
"observed": true,
"billing": "subscription",
"lowest_monthly_usd": 69,
"monthly_usd": 69,
"headline": "From $69/mo",
"summary": "From $69/mo. 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": {
"observed": false,
"billing": "failed_to_load",
"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": "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": 1,
"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": "qualityiris",
"monthly_usd": 69
}
],
"pricing_coverage": {
"listings_with_price_capture": 5,
"listings_with_observed_public_price": 1,
"normalized_observations": 1,
"comparable_providers": 1,
"strict_cohorts": 0,
"exclusion_reasons": {}
},
"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": {},
"billing_mix": {
"subscription": 1
},
"free_tier_share": 0,
"top_providers": [
{
"agent_id": "equipment_inspection_ai_agent_",
"name": "Equipment Inspection AI Agent",
"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": "qualityiris",
"name": "Qualityiris",
"price": {
"observed": true,
"billing": "subscription",
"lowest_monthly_usd": 69,
"monthly_usd": 69,
"headline": "From $69/mo",
"summary": "From $69/mo. 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": {
"observed": false,
"billing": "failed_to_load",
"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": "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
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.