What AI agents mean for SaaS and B2B software

What agents do in software today

Written for the head of product or growth at a software company, the person who owns pricing and docs, and the engineering lead who would build any agent interface.

• 8 Oct 2026

  Ora's report of 8 Oct 2026 shows a traced run for the question 'what can I try for free?' in which twilio.com answered from its own docs, while hashicorp.com blocked the agent twice and the journey ended on two competitors' blogs.

  Vendor claim. Ora research: AX is the new AEO (8 Oct 2026), read 4 Nov 2026
• 29 Sep 2026

  Meta's Muse for Small Business, announced 29 September 2026, connects to tools including Asana, Box, Canva, Notion, QuickBooks, Shopify, Slack, Stripe and Zoom.

  Meta: Muse for Small Business (29 Sep 2026), read 4 Nov 2026
• 22 Jul 2026

  Telnyx says an agent can discover it, sign up, get API credentials and build end to end without a human, through its CLI and agent onboarding (vendor claim on Ora's blog, 22 July 2026).

  Vendor claim. Ora: How Telnyx used Ora to grow agent signups (22 Jul 2026), read 4 Nov 2026
• 30 Apr 2026

  Cloudflare and Stripe launched a flow on 30 April 2026 in which an agent can create a Cloudflare account, start a paid subscription, register a domain and get an API token, with a default 100 US dollar monthly limit per provider.

  Cloudflare: Agents can now create Cloudflare accounts (30 Apr 2026), read 4 Nov 2026

Decisions for leadership

These three belong to the head of product or growth, not to the developers. Each can be settled in a meeting, and each changes what the web team is asked to build.

1. Whether an agent may sign up for a trial or a paid plan without a sales call, and with what spending limits.
2. Whether pricing, limits and the free tier are public text.
3. Whether we offer an API, a CLI or an MCP server for the tasks customers automate.

• Whether to publish an API or an MCP serverWhether agents finish tasks through an interface you publish, or through your web forms.
• Whether prices and policies are readable as textWhich prices, fees and policies are plain text on the page an agent reads.
• Which AI bots and agents to let inFour kinds of AI visitor, four separate choices, one robots.txt that matches your bot protection.

The numbers that frame the risk

Figures labelled as vendor claims come from Ora or another vendor's own publication and are given with the date they were read. The crawl figures are this site's own.

• 5 Nov 2026

  On Ora's public leaderboard read 5 Nov 2026, the 389 entries in the Developer Tools category averaged 59.4 out of 100; 91 scored B (70) or above and 13 scored A (86) or above. Leaders read the same day included Primitive 96, Supabase 93 and bird.com 91.

  Vendor claim. Ora public leaderboard, category averages, read 5 Nov 2026
• 4 Nov 2026

  In the network's own crawl, run of 4 Nov 2026 (13,071 of 13,071 domains from Tranco list 746WX plus Ora leaderboard domains), 2.1 percent of 10,385 sites published an MCP manifest, OpenAPI file, agent card or agents.json at the standard paths, and 0.59 percent published a UCP profile at /.well-known/ucp.json.

  Scorecard methodology: the crawl of 4 Nov 2026, read 4 Nov 2026
• 8 Oct 2026

  Ora's lab found (8 Oct 2026) that the recommendation gap was steepest in IT Infrastructure (24 versus 9 percent) and Development (32 versus 14 percent).

  Vendor claim. Ora research: AX is the new AEO (8 Oct 2026), read 4 Nov 2026
• 8 Oct 2026

  Ora's lab found (8 Oct 2026) that on pricing questions, answers from the business's own pages were right 60 percent of the time against 37 percent from other sources.

  Vendor claim. Ora research: AX is the new AEO (8 Oct 2026), read 4 Nov 2026

Where software stands on Ora's leaderboard

Ora ranks sites on a public leaderboard, grouped by category. On 5 November 2026 it listed 1,089 sites in the AI & ML, CRM, Communication & Support, Data & Analytics, Developer Tools and Productivity categories, the ones that stand in for software in this site's crawl. The median score was 58 out of 100 and the top score was 98. 243 of the 1089 scored B (70) or above. These are Ora's figures, vendor-published, and they describe the sites Ora lists, not every business in the sector.

The middle half of the listed sites scored between about 46 and 68. A score of 46 or lower sits in the bottom quarter of the software sites Ora lists, and 68 or higher in the top quarter. To place your own site, scan it with Ora (free, public pages only) and read the result against these numbers, then see how competitors in your sector score.

Where software stands in the crawl

• 95%allow the four main AI agents
  936 of 982 sites with a readable robots.txt let GPTBot, ClaudeBot, PerplexityBot and Google-Extended in at the root.
• 90%show readable text on the home page
  965 of 1068 home pages gave a plain fetch 150 words or more of text.

The sample is 1,246 software domains from the crawl of 4 Nov 2026. The sector figures use Ora leaderboard categories as stand-ins, not a definition of the sector: Developer Tools (389 rows), AI & ML (208 rows), Data & Analytics (151 rows), Communication & Support (150 rows), Productivity (149 rows), CRM (42 rows), plus 157 domains placed by a keyword on the domain name. The full software scorecard has all four measures and the method.

Check your own business

• Self-check for softwareThe 18 core questions with examples from this sector, plus two extra questions. Scored in your browser.
• Boardroom brief for softwareOne page you can paste into a deck, with the decisions and the numbers above.
• Scorecard for softwareThe four crawl measures for this sector and how they were counted.