Agent Readiness Statistics 2026
Hard numbers from the largest agent readiness dataset. 500+ businesses scanned, 12 industries measured, 9 dimensions scored. Every statistic sourced from real scans.
Headline Numbers
AgentHermes has scanned over 500 businesses for agent readiness as of April 2026, making it the largest agent readiness dataset available.
The mean Agent Readiness Score across all scanned businesses is 43 out of 100, placing the average business in the Bronze tier.
The median score is 41/100, indicating that more than half of all businesses score below the Bronze-Silver boundary.
Resend holds the highest Agent Readiness Score at 75/100, the only company to reach Gold tier out of 500+ scanned.
Score Distribution
50% of businesses score Bronze (40-59). 39.6% score below Bronze. Only 10.4% reach Silver or above. 0.2% reach Gold. 0% reach Platinum.
No business has achieved Platinum-tier agent readiness. Platinum requires excellence across all 9 scoring dimensions plus full agent-native protocol support.
0 out of 500+ businessesOnly Resend has achieved Gold tier at 75/100. Gold requires strong APIs, agent-native protocols, and broad coverage across the 6-step agent journey.
1 out of 500+ businessesSilver-tier businesses have well-documented APIs and structured data but lack full agent-native optimization. Top Silver companies include Supabase (69), Vercel (69), and Stripe (68).
51 out of 500+ businessesHalf of all scanned businesses fall into Bronze tier. These businesses have basic API access but significant gaps in onboarding, pricing transparency, and agent experience.
250 out of 500+ businessesNearly 40% of businesses score below the Bronze threshold. These businesses have major gaps in discovery, APIs, or security that prevent meaningful agent interaction.
198 out of 500+ businessesAgent Readiness by Industry
SaaS averages 60/100. Beauty & wellness averages 12/100. The gap between the most and least agent-ready industries is 48 points.
| Industry | Avg Score | Visual |
|---|---|---|
| SaaS & Developer Tools | 60/100 | |
| Cloud Infrastructure | 55/100 | |
| Communication Platforms | 52/100 | |
| Fintech & Payments | 48/100 | |
| Travel & Hospitality | 38/100 | |
| Healthcare | 33/100 | |
| Retail & E-Commerce | 28/100 | |
| Real Estate | 25/100 | |
| Education | 22/100 | |
| Marketing & Advertising | 19/100 | |
| Local Services | 15/100 | |
| Beauty & Wellness | 12/100 |
Universal Gaps
These are the most common deficiencies across all 500+ scanned businesses. Over 90% of businesses lack the basic agent-native signals that AI models look for.
Model Context Protocol (MCP) servers allow AI agents to interact with businesses as structured tools. 92% of scanned businesses have not deployed one.
95% of businesses do not have an agent-card.json file at /.well-known/, making them invisible to agent discovery protocols.
94% of businesses have no llms.txt file, which provides LLM-optimized descriptions of the business and its services.
88% of businesses have no publicly accessible OpenAPI or Swagger specification, making API discovery impossible for agents.
76% of businesses have no machine-readable pricing. Agents cannot determine cost without a human looking at a webpage.
71% of businesses require human interaction (phone, email, or manual form) to create an account or start service.
65% of API endpoints return HTML error pages or unstructured text instead of JSON error objects when something fails.
45% of businesses have at least one endpoint or subdomain without proper TLS encryption, triggering the 39-point scoring cap.
Average Score by Dimension
Agent Experience (D9) is the weakest dimension at 18/100 average. Reliability (D8) is the strongest at 55/100. The gap between the best and worst dimensions is 37 points.
| Dimension | Weight | Avg Score | Best Performer | Worst Performer |
|---|---|---|---|---|
| D2 API Quality | 15% | 38/100 | Stripe (92/100) | Local services (8/100) |
| D8 Reliability | 13% | 55/100 | Cloudflare (95/100) | Education (22/100) |
| D7 Security | 12% | 52/100 | Banking (88/100) | Beauty (15/100) |
| D1 Discovery | 12% | 35/100 | SaaS (65/100) | Local services (10/100) |
| D6 Data Format | 10% | 42/100 | Fintech (78/100) | Healthcare (18/100) |
| D9 Agent Experience | 10% | 18/100 | Resend (72/100) | Real estate (3/100) |
| D3 Onboarding | 8% | 25/100 | SaaS (58/100) | Healthcare (8/100) |
| D5 Payment | 8% | 30/100 | E-commerce (55/100) | Education (10/100) |
| D4 Pricing | 5% | 22/100 | SaaS (52/100) | Professional services (5/100) |
Adoption Trends (Q1 2026)
Agent readiness adoption is growing but remains in early stages. Only 12% of businesses improved scores in Q1 2026. MCP adoption is at 3%.
60 out of 500 businesses showed score improvements when rescanned, primarily from adding structured data and basic API documentation.
15 businesses deployed MCP servers in Q1 2026, up from 8 at the start of the year. Still only 3% of the total.
Businesses with agent-card.json grew from 5 to 25 between January and April 2026, a 5x increase from a small base.
No business has made the leap from Bronze to Platinum in 2026. The fastest improvement was Bronze to Silver (12 businesses).
Key Statistics at a Glance
The essential agent readiness numbers for 2026, sourced from 500+ business scans by AgentHermes.
- 500+ businesses scanned across 12 industries
- Average Agent Readiness Score: 43/100
- Median Agent Readiness Score: 41/100
- Highest score: 75/100 (Resend -- only Gold-tier company)
- 0 companies have achieved Platinum tier (90+)
- 1 company has achieved Gold tier (75-89): Resend
- 51 companies score Silver (60-74), representing 10.2%
- 250 companies score Bronze (40-59), representing 50%
- 198 companies score below Bronze (<40), representing 39.6%
- SaaS average: 60/100 (highest industry)
- Healthcare average: 33/100
- E-commerce average: 28/100
- Beauty & wellness average: 12/100 (lowest industry)
- 92% of businesses lack MCP servers
- 95% of businesses lack agent-card.json
- 94% of businesses lack llms.txt files
- 88% of businesses lack OpenAPI specifications
- 76% lack machine-readable pricing
- Agent Experience (D9) is the weakest dimension at 18/100 average
- Reliability (D8) is the strongest dimension at 55/100 average
- Only 12% of businesses improved scores in Q1 2026
- MCP adoption grew from 1.6% to 3% in Q1 2026
- No business has moved from Bronze to Platinum in 2026
- The industry gap is 48 points (SaaS 60 vs. Beauty 12)
Frequently Asked Questions
How many businesses has AgentHermes scanned?
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AgentHermes has scanned over 500 businesses for agent readiness as of April 2026. This makes it the largest agent readiness dataset available. Scans cover 12 industries from SaaS to local services.
What is the average agent readiness score?
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The average Agent Readiness Score is 43 out of 100 based on 500+ business scans. The median is 41/100. This means the typical business is barely agent-functional, scoring in the low Bronze tier.
What percentage of businesses are agent-ready?
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Only 10.4% of businesses score Silver or above (60+/100), which represents minimum viable agent readiness. 89.6% of businesses score below Silver, meaning agents cannot reliably discover, use, or transact with them.
Which company has the highest agent readiness score?
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Resend has the highest Agent Readiness Score at 75/100, making it the only company to reach Gold tier. Second place is tied between Supabase and Vercel at 69/100 (Silver tier). No company has reached Platinum (90+).
What percentage of businesses have MCP servers?
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Only 8% of businesses have deployed an MCP (Model Context Protocol) server as of April 2026. MCP servers are the primary way AI agents interact with businesses programmatically, making this a critical gap.
What is the biggest gap in agent readiness?
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The biggest gap is Agent Experience (D9), which averages only 18/100 across all businesses. This measures agent-specific optimizations like MCP servers, agent cards, and llms.txt files. 92%+ of businesses have none of these.
How does SaaS compare to healthcare in agent readiness?
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SaaS companies average 60/100 on agent readiness while healthcare averages 33/100, a gap of 27 points. SaaS benefits from existing API infrastructure, while healthcare is constrained by HIPAA, patient consent, and reliance on phone-based workflows.
What is the lowest-scoring industry?
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Beauty and wellness businesses have the lowest average agent readiness score at 12/100. This industry relies almost entirely on phone calls, walk-ins, and basic web booking forms that AI agents cannot navigate.
How fast are agent readiness scores improving?
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Only 12% of businesses improved their agent readiness scores between January and April 2026. MCP adoption grew from 8 to 23 businesses (3% adoption). No business moved from Bronze to Platinum. Improvement is slow.
Where can I see the full methodology?
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The complete scoring methodology is published at agenthermes.ai/methodology. It covers all 9 weighted dimensions, scoring caps, auth-aware scoring, 7 ARL levels, tier thresholds, and the full list of detected signals.
How can I get my business scanned?
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Get a free Agent Readiness Score at agenthermes.ai/audit. Enter your domain and receive a detailed breakdown across all 9 dimensions with specific recommendations for improvement.
Related Resources
Industry data with top 15 leaderboard
9 dimensions, weights, and scoring caps
All 500+ businesses ranked by score
Narrative analysis and 2026 trends
15 vertical-specific agent readiness playbooks
Definitions of key terms and concepts
The average business scores 43/100.
Where do you stand?
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