Agent Readiness Benchmarks 2026
The definitive dataset on how prepared businesses are for AI agent interactions. 500+ scans, 12 industries, 9 scoring dimensions. Average score: 43 out of 100.
Summary Statistics
AgentHermes has scanned 500+ businesses between January - April 2026. These are the headline numbers from the largest agent readiness dataset available.
Businesses Scanned
Average Score
Median Score
Highest Score
Lowest Score
Tier Distribution
Agent readiness tiers group businesses by score range. 50% of businesses score Bronze (40-59), while 39.6% score below Bronze. Only 0.2% reach Gold.
| Tier | Score Range | Count | Percentage | Distribution |
|---|---|---|---|---|
| Platinum | 90-100 | 0 | 0% | |
| Gold | 75-89 | 1 | 0.2% | |
| Silver | 60-74 | 51 | 10.2% | |
| Bronze | 40-59 | 250 | 50% | |
| Not Scored | 0-39 | 198 | 39.6% |
Agent Readiness by Industry
SaaS companies average 60/100 on agent readiness, 3.2x higher than local services at 15/100. Industries with existing APIs and developer ecosystems score significantly higher than those relying on phone and email.
| Industry | Avg Score | Businesses | Top Company | Top Score |
|---|---|---|---|---|
| 1SaaS & Developer Tools | 60/100 | 85 | Resend | 75/100 |
| 2Cloud Infrastructure | 55/100 | 40 | Supabase | 69/100 |
| 3Communication Platforms | 52/100 | 30 | Slack | 68/100 |
| 4Fintech & Payments | 48/100 | 35 | Stripe | 68/100 |
| 5Travel & Hospitality | 38/100 | 25 | Booking.com | 52/100 |
| 6Healthcare | 33/100 | 45 | Zocdoc | 48/100 |
| 7Retail & E-Commerce | 28/100 | 60 | Shopify | 62/100 |
| 8Real Estate | 25/100 | 30 | Zillow | 45/100 |
| 9Education | 22/100 | 25 | Coursera | 41/100 |
| 10Marketing & Advertising | 19/100 | 40 | HubSpot | 55/100 |
| 11Local Services | 15/100 | 50 | Thumbtack | 38/100 |
| 12Beauty & Wellness | 12/100 | 35 | Vagaro | 30/100 |
Top 15 Leaderboard
View full leaderboardResend leads the Agent Readiness Leaderboard at 75/100, the only company to reach Gold tier. The top 15 are dominated by developer-focused companies with strong API ecosystems.
| Rank | Company | Domain | Score | Tier | Vertical |
|---|---|---|---|---|---|
| Resend | resend.com | 75 | Gold | SaaS | |
| Supabase | supabase.com | 69 | Silver | Cloud Infrastructure | |
| Vercel | vercel.com | 69 | Silver | Cloud Infrastructure | |
| 4 | Slack | slack.com | 68 | Silver | Communication |
| 5 | Stripe | stripe.com | 68 | Silver | Payments |
| 6 | Twilio | twilio.com | 66 | Silver | Communication |
| 7 | GitHub | github.com | 65 | Silver | Developer Tools |
| 8 | OpenAI | openai.com | 64 | Silver | AI |
| 9 | Anthropic | anthropic.com | 63 | Silver | AI |
| 10 | Shopify | shopify.com | 62 | Silver | E-Commerce |
| 11 | Cloudflare | cloudflare.com | 61 | Silver | Infrastructure |
| 12 | Linear | linear.app | 61 | Silver | SaaS |
| 13 | Notion | notion.so | 60 | Silver | SaaS |
| 14 | Figma | figma.com | 59 | Bronze | Design |
| 15 | HubSpot | hubspot.com | 55 | Bronze | Marketing |
Key Findings
Six critical insights from scanning 500+ businesses for agent readiness in 2026.
No business has achieved full agent readiness across all 9 dimensions.
Resend is the only business in our dataset to reach Gold tier at 75/100.
Over 90% of businesses have no MCP server, agent card, or llms.txt file.
The mean Agent Readiness Score across 500 businesses is 43 out of 100.
Onboarding (D3) and Pricing Transparency (D4) score lowest across all verticals.
SaaS companies average 60/100 vs. 15/100 for local service businesses.
Frequently Asked Questions
What is the Agent Readiness Benchmark?
+
The Agent Readiness Benchmark is the largest dataset measuring how prepared businesses are for AI agent interactions. AgentHermes has scanned 500+ businesses across 12 industries, scoring each on 9 dimensions of agent readiness from 0 to 100.
What is the average agent readiness score in 2026?
+
The average Agent Readiness Score in 2026 is 43 out of 100, based on 500+ business scans. This places the average business in the Bronze tier (40-59). The median score is 41, indicating most businesses are barely agent-functional.
Which industry has the highest agent readiness?
+
SaaS and developer tools have the highest average agent readiness score at 60/100 in 2026. This is because SaaS companies already have APIs, documentation, and programmatic access. Cloud infrastructure companies follow at 55/100.
Which company has the highest Agent Readiness Score?
+
Resend has the highest Agent Readiness Score at 75/100 as of April 2026, making it the only company to achieve Gold tier. Supabase and Vercel tie for second at 69/100. No company has reached Platinum tier (90+).
Why do healthcare companies score low on agent readiness?
+
Healthcare companies average 33/100 on agent readiness because regulatory requirements (HIPAA, patient consent) limit programmatic access. Most healthcare businesses lack APIs, require human verification for appointments, and cannot expose pricing programmatically.
What does it take to reach Platinum tier?
+
Platinum tier (90+/100) requires excellence across all 9 scoring dimensions: full API coverage, MCP server, agent card, transparent pricing, programmatic onboarding, secure authentication, high reliability, structured data, and optimized agent experience. No company has achieved this yet.
How often are benchmarks updated?
+
AgentHermes benchmark data is updated continuously as new scans complete. This page reflects data from January through April 2026. Individual business scores update in real-time when rescanned.
How is the Agent Readiness Score calculated?
+
The Agent Readiness Score is calculated across 9 weighted dimensions including API Quality (15%), Reliability (13%), Security (12%), and Discovery (12%). Scoring caps apply: no TLS limits the maximum to 39, and no API endpoints limits the maximum to 29. Full methodology at agenthermes.ai/methodology.
Related Resources
9 dimensions, weights, and scoring caps
Pure numbers for citation and research
All 500+ businesses ranked by score
Narrative analysis of 2026 trends
In-depth explainer article
15 vertical-specific playbooks
Where does your business rank?
The average business scores 43/100. Get your Agent Readiness Score and see how you compare against 500+ benchmarked companies.
Get Your Score