2026-08-10 · Edu Tor

Human vs agent software surfaces in 2026: original Twin Score research

Original 2026 Twin Score research: 72 products scored twice, category means, and the design gap.

Build Something People Want and Build Something Agents Want are one catalog with two skins. This article is the original 2026 research table behind that split: 72 globally famous products scored twice, once as a human product and once as a machine product. The short answer: the median product in this set is easier for a person than for an agent, the gap is widest in design and consumer assistants, and the products that invert the gap are APIs that happen to have dashboards.

What we measured

A Twin Score is not a star rating and not a user-count claim. It is an editorial 0–100 composite published with a public rubric. The human axis weights interface clarity, onboarding, documentation written for people, collaboration, support, pricing fairness, accessibility, and reliability. The agent axis weights API quality, MCP or equivalent tool surface, CLI, structured docs, machine authentication, published quotas, determinism, and skill packaging. Named editors — Edu Tor, Maya Chen, and Jonas Okonkwo — assigned the scores in July and August 2026 using public apps, public docs, and public pricing pages. We did not scrape play stores. We did not invent reviews.

The dataset is the committed JSON in this repository. Anyone can download CSV or JSON from the agents site and recompute the table. That reproducibility is the point of a directory that claims to serve agents as a first-class audience.

Headline findings

Across 72 products the mean human Twin Score is higher than the mean agent Twin Score, but the distribution is not a smooth shift. Three clusters appear:

1. Human-native canvases (Figma, Canva, Midjourney, Superhuman, Grammarly, Framer) with agent scores often 20–40 points below the human score because there is no honest public API or the API cannot do the job the GUI does. 2. Balanced platforms (GitHub, Stripe, Shopify, Vercel, Slack, Notion, Linear) where both scores sit in the 80s or 90s because the company already sells a GUI and a machine contract. 3. Machine-native primitives (OpenAI Platform, Anthropic API, Neon, Cloudflare, Resend, Pinecone, AWS) where the agent score beats the human score because the console is a concession and the API is the product.

The inversion in cluster three is the story most "best AI tools of 2026" roundups still miss. They rank ChatGPT as if the chat box were the platform. We split ChatGPT from OpenAI Platform for that reason.

Category table (2026)

The table below is original research from this catalog. Numbers are editorial Twin Scores, not ratings with a rater count. Do not copy them into AggregateRating as user reviews.

| Category | n | Mean human | Mean agent | Gap (H−A) | Notes |
|---|---:|---:|---:|---:|---|
| AI assistants | 7 | 81 | 76 | +5 | Consumer apps beat APIs in search, not in contract quality |
| Developer tools | 14 | 84 | 84 | 0 | Editors, git hosts, and LLM APIs cancel out |
| Design | 8 | 85 | 63 | +22 | Widest human advantage in the set |
| Productivity | 9 | 84 | 70 | +14 | Email and grammar tools drag the agent mean |
| Infrastructure | 14 | 80 | 88 | −8 | Agents win; consoles are dense |
| Automation | 3 | 84 | 79 | +5 | Visual iPaaS vs self-host n8n |
| Marketing and CRM | 5 | 77 | 82 | −5 | Salesforce UI vs Salesforce API |
| Communications | 6 | 83 | 80 | +3 | Slack/Discord bots are first-class |
| Payments | 1 | 84 | 96 | −12 | Stripe is a machine product |
| Data and analytics | 7 | 77 | 85 | −8 | Observability APIs outrun UIs |

Read the gap column as a product-management fact. Design software still assumes a person holding a pointing device. Infrastructure software assumes a script. Marketing suites assume a sales ops hire and a middleware vendor. If you are an agent buyer, start in infrastructure, payments, and data. If you are a human buyer picking a canvas, start in design and productivity — and then read the twin page before you promise automation you cannot ship.

Assistants are not platforms

ChatGPT, Claude, Gemini, Grok, Perplexity, Microsoft Copilot, and Character.AI sit together in search results and should not sit together in a procurement matrix. Character.AI has no serious public agent contract; scoring it as if it were the OpenAI Platform is how fake roundups get written. Perplexity's human score is high because citations are the product; its agent score trails because the API is not yet the consumer app. Claude's agent score leads its human score in our table because Anthropic's docs, tool use, and marketplace routes (Bedrock, Vertex) are built for machines. ChatGPT's two scores are both high and still belong on two URLs.

The practical recommendation: when an agent asks "which model should I call?", answer with OpenAI Platform, Anthropic API, or Gemini on Vertex — not with the consumer chat URL. When a person asks "which app should I open?", answer with ChatGPT, Claude, Gemini, or Perplexity and mention the job (drafting, long context, Workspace, citations).

Design is the honesty test

Midjourney's agent Twin Score is 42 in this catalog. That is not an insult. It is a refusal to invent an API the company has not shipped. Canva and Framer similarly sell human outcomes. Figma is the design tool with a real file API and a plugin system, which is why its agent score is 77 rather than 40 — still far below its 94 human score, because a REST export is not a designer.

If your organization is promising "agents will generate production UI in Figma tonight", this table is the cold water. Agents can read files, apply tokens, and lint. Humans still push pixels. Our editorial policy forbids covering that gap with a fake MCP badge.

What changed in 2026

Three shifts moved scores this year compared with how the same brands were discussed in 2024:

First, coding agents became a default interface. Cursor's human score of 90 is a statement about the editor, not about a model. GitHub Copilot remains a copilot; Cursor is closer to an operator. We still do not treat either as a CI replacement.

Second, MCP became a marketing word. We only mark MCP as more than "none" or "basic" when there is a real, documented tool surface. Most products in this catalog have none. That emptiness is data.

Third, buyer language split. Humans still google "best CRM". Agents (and the people who wrangle them) ask for API quality, idempotency, and whether a SKILL.md can be written without lying. Twin Pages exist so those two queries do not collide on one generic SaaS landing page.

How to use the table without cheating

Do not average Twin Scores into a single rank and then write "best software 2026". A 96 agent score on Stripe and a 94 human score on Figma are not comparable jobs. Do not turn editorial composites into AggregateRating with reviewCount drawn from our staff of three. Do not republish the CSV with the license stripped; it is CC BY 4.0 so you can remix if you say where it came from.

Do use the table to pick a shortlist. Do follow the internal links to product pages, alternatives, and comparisons — those pages carry unique intros, not spun templates. Do read the methodology and editorial policy. Do look at the named author bios. That is E-E-A-T as practice, not as a slogan.

Limits

Seventy-two products is a curated worldwide set of famous names, not a census of software. Scores will move when APIs ship or when a GUI is redesigned. We would rather update a JSON file than pretend the 2026 table is eternal. Self-hosted versus SaaS editions (GitLab, n8n, WordPress, PostHog) are collapsed into one entity with a note; a future revision may split them. We did not run paid enterprise trials for every suite; where pricing is quote-only we say so.

The research question going into the next quarter is simple: which design and consumer-assistant vendors will publish a real machine contract, and which will stay honest canvases. Either choice can be a good business. Pretending they are the same product is not.

Catalog notes (human-vs-agent-software-surfaces-2026)

ChatGPT (OpenAI) sits at human 88 and agent 90 with API excellent and MCP basic. In the human-vs-agent-software-surfaces-2026 frame: founded 2022 in San Francisco, USA; pricing as publicly stated is Free tier; Plus, Pro, and Business plans. API billed separately on platform.openai.com. Official site https://chatgpt.com.

Claude (Anthropic) sits at human 86 and agent 92 with API excellent and MCP strong. In the human-vs-agent-software-surfaces-2026 frame: founded 2023 in San Francisco, USA; pricing as publicly stated is Free, Pro, Team, and Enterprise on claude.ai; Anthropic API is usage-based. Official site https://claude.ai.

Gemini (Google) sits at human 82 and agent 88 with API excellent and MCP basic. In the human-vs-agent-software-surfaces-2026 frame: founded 2023 in Mountain View, USA; pricing as publicly stated is Free consumer app; Google AI Plus/Ultra; Gemini API and Vertex AI billed in Google Cloud. Official site https://gemini.google.com.

Grok (xAI) sits at human 74 and agent 70 with API strong and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2023 in San Francisco, USA; pricing as publicly stated is Consumer access bundled with X Premium tiers; API available from xAI. Official site https://x.ai.

Perplexity (Perplexity AI) sits at human 85 and agent 78 with API strong and MCP basic. In the human-vs-agent-software-surfaces-2026 frame: founded 2022 in San Francisco, USA; pricing as publicly stated is Free search; Perplexity Pro and Enterprise with higher limits and model choice. Official site https://www.perplexity.ai.

Microsoft Copilot (Microsoft) sits at human 80 and agent 76 with API strong and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2023 in Redmond, USA; pricing as publicly stated is Consumer Copilot free and Pro; Microsoft 365 Copilot is per-user enterprise licensing. Official site https://copilot.microsoft.com.

Midjourney (Midjourney) sits at human 84 and agent 42 with API basic and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2022 in San Francisco, USA; pricing as publicly stated is Subscription GPU time in Basic, Standard, Pro, and Mega monthly plans. Official site https://www.midjourney.com.

Runway (Runway ML) sits at human 81 and agent 64 with API strong and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2018 in New York, USA; pricing as publicly stated is Free trial credits; Standard, Pro, and Unlimited plans with credit or seat billing. Official site https://runwayml.com.

ElevenLabs (ElevenLabs) sits at human 83 and agent 88 with API excellent and MCP basic. In the human-vs-agent-software-surfaces-2026 frame: founded 2022 in London, UK / New York, USA; pricing as publicly stated is Free character cap; Starter through Scale subscriptions; usage-based API. Official site https://elevenlabs.io.

Character.AI (Character.AI) sits at human 72 and agent 35 with API none and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2021 in Menlo Park, USA; pricing as publicly stated is Free with cAI+ subscription for faster responses and features. Official site https://character.ai.

Cursor (Anysphere) sits at human 90 and agent 84 with API strong and MCP strong. In the human-vs-agent-software-surfaces-2026 frame: founded 2023 in San Francisco, USA; pricing as publicly stated is Hobby free; Pro and Business subscription with usage-based model calls. Official site https://cursor.com.

GitHub (Microsoft) sits at human 91 and agent 94 with API excellent and MCP basic. In the human-vs-agent-software-surfaces-2026 frame: founded 2008 in San Francisco, USA; pricing as publicly stated is Free public repos; Team and Enterprise per-seat plans; Actions minutes extra. Official site https://github.com.

GitHub Copilot (GitHub) sits at human 84 and agent 72 with API basic and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2021 in San Francisco, USA; pricing as publicly stated is Individual, Business, and Enterprise seat plans; some features bundled into GitHub editions. Official site https://github.com/features/copilot.

Visual Studio Code (Microsoft) sits at human 93 and agent 80 with API strong and MCP basic. In the human-vs-agent-software-surfaces-2026 frame: founded 2015 in Redmond, USA; pricing as publicly stated is Free and open source (MIT) editor; optional Microsoft account for Settings Sync. Official site https://code.visualstudio.com.

GitLab (GitLab) sits at human 82 and agent 90 with API excellent and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2011 in San Francisco, USA / remote; pricing as publicly stated is Free SaaS tier; Premium and Ultimate; self-managed licenses. Official site https://gitlab.com.

Vercel (Vercel) sits at human 88 and agent 87 with API excellent and MCP basic. In the human-vs-agent-software-surfaces-2026 frame: founded 2015 in San Francisco, USA; pricing as publicly stated is Hobby free; Pro per-seat; Enterprise. Usage on builds, bandwidth, and compute. Official site https://vercel.com.

Netlify (Netlify) sits at human 80 and agent 82 with API strong and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2014 in San Francisco, USA; pricing as publicly stated is Free starter; Pro, Partner, and Enterprise with usage on compute and bandwidth. Official site https://www.netlify.com.

Linear (Linear) sits at human 92 and agent 86 with API excellent and MCP basic. In the human-vs-agent-software-surfaces-2026 frame: founded 2019 in San Francisco, USA / remote; pricing as publicly stated is Free for small teams; Standard, Plus, and Enterprise per-seat. Official site https://linear.app.

Jira (Atlassian) sits at human 61 and agent 84 with API excellent and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2002 in Sydney, Australia; pricing as publicly stated is Free small teams; Standard, Premium, Enterprise. Cloud or Data Center. Official site https://www.atlassian.com/software/jira.

Replit (Replit) sits at human 83 and agent 75 with API strong and MCP basic. In the human-vs-agent-software-surfaces-2026 frame: founded 2016 in Foster City, USA; pricing as publicly stated is Free starter; Core and Teams subscriptions; usage on compute. Official site https://replit.com.

Notion (Notion Labs) sits at human 87 and agent 83 with API excellent and MCP basic. In the human-vs-agent-software-surfaces-2026 frame: founded 2016 in San Francisco, USA; pricing as publicly stated is Free; Plus, Business, Enterprise per-seat. AI add-on historically bundled or metered. Official site https://www.notion.so.

Coda (Coda) sits at human 78 and agent 74 with API strong and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2014 in San Francisco, USA; pricing as publicly stated is Free; Pro, Team, Enterprise. Doc size and automations gated by plan. Official site https://coda.io.

Airtable (Airtable) sits at human 84 and agent 88 with API excellent and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2012 in San Francisco, USA; pricing as publicly stated is Free; Team, Business, Enterprise Cloud. Automation and record limits by plan. Official site https://airtable.com.

Figma (Figma) sits at human 94 and agent 77 with API strong and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2012 in San Francisco, USA; pricing as publicly stated is Free starter; Professional, Organization, Enterprise. FigJam and Dev Mode in the packaging. Official site https://www.figma.com.

Framer (Framer) sits at human 86 and agent 58 with API basic and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2013 in Amsterdam, Netherlands; pricing as publicly stated is Free canvas; site hosting on Mini through Business with CMS and localization add-ons. Official site https://www.framer.com.

Webflow (Webflow) sits at human 85 and agent 72 with API strong and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2013 in San Francisco, USA; pricing as publicly stated is Workspace and site plans; CMS, hosting, and localization billed on the site plan. Official site https://webflow.com.

Canva (Canva) sits at human 89 and agent 63 with API basic and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2012 in Sydney, Australia; pricing as publicly stated is Free; Pro, Teams, Enterprise. Brand kits and Magic Studio on paid plans. Official site https://www.canva.com.

Adobe Creative Cloud (Adobe) sits at human 83 and agent 60 with API basic and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2013 in San Jose, USA; pricing as publicly stated is Photography, Single App, and All Apps subscriptions; enterprise licensing. Official site https://www.adobe.com/creativecloud.html.

Adobe Firefly (Adobe) sits at human 79 and agent 70 with API strong and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2023 in San Jose, USA; pricing as publicly stated is Generative credits included with Creative Cloud plans; extra credits and API usage. Official site https://www.adobe.com/products/firefly.html.

Superhuman (Superhuman) sits at human 88 and agent 40 with API none and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2014 in San Francisco, USA; pricing as publicly stated is Premium per-seat subscription, historically among the most expensive mail clients. Official site https://superhuman.com.

Slack (Salesforce) sits at human 86 and agent 90 with API excellent and MCP basic. In the human-vs-agent-software-surfaces-2026 frame: founded 2013 in San Francisco, USA; pricing as publicly stated is Free; Pro, Business+, Enterprise Grid per-seat. Connectors and AI extras on higher plans. Official site https://slack.com.

Microsoft Teams (Microsoft) sits at human 73 and agent 82 with API excellent and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2017 in Redmond, USA; pricing as publicly stated is Included with many Microsoft 365 plans; additional calling and webinar SKUs. Official site https://www.microsoft.com/microsoft-teams.

Zoom (Zoom) sits at human 84 and agent 80 with API excellent and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2011 in San Jose, USA; pricing as publicly stated is Free basic meetings; Pro, Business, Enterprise with webinar and phone add-ons. Official site https://zoom.us.

Loom (Atlassian) sits at human 87 and agent 55 with API basic and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2015 in San Francisco, USA; pricing as publicly stated is Free; Business and Enterprise. Atlassian bundling varies by SKU. Official site https://www.loom.com.

Discord (Discord) sits at human 85 and agent 88 with API excellent and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2015 in San Francisco, USA; pricing as publicly stated is Free; Nitro consumer; Server Boosts; Discord for Business experiments. Official site https://discord.com.

Cal.com (Cal.com) sits at human 82 and agent 85 with API excellent and MCP basic. In the human-vs-agent-software-surfaces-2026 frame: founded 2021 in San Francisco, USA / remote; pricing as publicly stated is Open-source self-host; Cloud free through Enterprise. Platform/API billed for embed use. Official site https://cal.com.

Calendly (Calendly) sits at human 84 and agent 70 with API strong and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2013 in Atlanta, USA; pricing as publicly stated is Free basic; Standard, Teams, Enterprise. Official site https://calendly.com.

Grammarly (Grammarly) sits at human 86 and agent 48 with API basic and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2009 in San Francisco, USA; pricing as publicly stated is Free; Pro; Business and Enterprise. Generative features on paid plans. Official site https://www.grammarly.com.

Stripe (Stripe) sits at human 84 and agent 96 with API excellent and MCP basic. In the human-vs-agent-software-surfaces-2026 frame: founded 2010 in South San Francisco, USA / Dublin, Ireland; pricing as publicly stated is Pay-as-you-go processing plus billed products (Billing, Tax, Radar, Connect). Official site https://stripe.com.

Supabase (Supabase) sits at human 86 and agent 93 with API excellent and MCP basic. In the human-vs-agent-software-surfaces-2026 frame: founded 2020 in Singapore / remote; pricing as publicly stated is Free; Pro, Team, Enterprise. Compute, storage, and egress metered. Official site https://supabase.com.

Neon (Neon) sits at human 81 and agent 92 with API excellent and MCP basic. In the human-vs-agent-software-surfaces-2026 frame: founded 2021 in San Francisco, USA / Berlin, Germany; pricing as publicly stated is Free; Launch, Scale, Business. Compute and storage separated. Official site https://neon.tech.

PlanetScale (PlanetScale) sits at human 78 and agent 90 with API excellent and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2018 in San Francisco, USA; pricing as publicly stated is Hobby through scalable paid plans; Vitess-powered clustering historically, with Postgres offerings evolving. Official site https://planetscale.com.

Cloudflare (Cloudflare) sits at human 80 and agent 93 with API excellent and MCP basic. In the human-vs-agent-software-surfaces-2026 frame: founded 2010 in San Francisco, USA; pricing as publicly stated is Free CDN/DNS; Pro, Business, Enterprise; Workers and R2 usage-based. Official site https://www.cloudflare.com.

Amazon Web Services (Amazon) sits at human 64 and agent 91 with API excellent and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2006 in Seattle, USA; pricing as publicly stated is Pay-as-you-go across hundreds of services; Enterprise Discount Programs. Official site https://aws.amazon.com.

Resend (Resend) sits at human 85 and agent 94 with API excellent and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2023 in San Francisco, USA; pricing as publicly stated is Free developer tier; Pro and usage on email volume. Official site https://resend.com.

Auth0 (Okta) sits at human 76 and agent 90 with API excellent and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2013 in Bellevue, USA / San Francisco, USA; pricing as publicly stated is Free; B2C/B2B plans with MAU metering; Enterprise. Official site https://auth0.com.

Clerk (Clerk) sits at human 88 and agent 86 with API excellent and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2019 in United States / remote; pricing as publicly stated is Free; Pro and Enterprise with MAU and feature gates. Official site https://clerk.com.

Railway (Railway) sits at human 84 and agent 82 with API strong and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2020 in United States / remote; pricing as publicly stated is Usage-based with credits; Hobby and Pro; Team. Official site https://railway.app.

Render (Render) sits at human 83 and agent 80 with API strong and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2018 in San Francisco, USA; pricing as publicly stated is Free instances with limits; paid services and teams; usage on compute. Official site https://render.com.

Firebase (Google) sits at human 82 and agent 85 with API excellent and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2011 in San Francisco, USA / Mountain View, USA; pricing as publicly stated is Spark free; Blaze pay-as-you-go on Google Cloud. Official site https://firebase.google.com.

OpenAI Platform (OpenAI) sits at human 74 and agent 95 with API excellent and MCP basic. In the human-vs-agent-software-surfaces-2026 frame: founded 2020 in San Francisco, USA; pricing as publicly stated is Usage-based tokens, tools, storage, and fine-tuning. Separate from ChatGPT subscriptions. Official site https://platform.openai.com.

Anthropic API (Anthropic) sits at human 72 and agent 94 with API excellent and MCP strong. In the human-vs-agent-software-surfaces-2026 frame: founded 2021 in San Francisco, USA; pricing as publicly stated is Usage-based tokens; batch discounts; Bedrock and Vertex as alternate bills. Official site https://docs.anthropic.com.

Pinecone (Pinecone) sits at human 70 and agent 90 with API excellent and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2019 in New York, USA; pricing as publicly stated is Serverless and pod-based usage; free starter. Official site https://www.pinecone.io.

Zapier (Zapier) sits at human 88 and agent 75 with API strong and MCP basic. In the human-vs-agent-software-surfaces-2026 frame: founded 2011 in United States / remote; pricing as publicly stated is Free; Professional, Team, Company with task-based billing. Official site https://zapier.com.

Make (Make) sits at human 83 and agent 74 with API strong and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2012 in Prague, Czechia; pricing as publicly stated is Free; Core, Pro, Teams, Enterprise with operation-based billing. Official site https://www.make.com.

n8n (n8n) sits at human 80 and agent 88 with API excellent and MCP basic. In the human-vs-agent-software-surfaces-2026 frame: founded 2019 in Berlin, Germany; pricing as publicly stated is Fair-code self-host; Cloud plans; source-available license (not OSI MIT). Official site https://n8n.io.

HubSpot (HubSpot) sits at human 81 and agent 84 with API excellent and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2006 in Cambridge, USA; pricing as publicly stated is Free CRM; Marketing, Sales, Service, CMS, and Operations Hubs as paid seats/add-ons. Official site https://www.hubspot.com.

Salesforce (Salesforce) sits at human 58 and agent 86 with API excellent and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 1999 in San Francisco, USA; pricing as publicly stated is Edition-based seats (Essentials through Unlimited) plus add-on clouds. Quote-driven. Official site https://www.salesforce.com.

Shopify (Shopify) sits at human 88 and agent 89 with API excellent and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2006 in Ottawa, Canada; pricing as publicly stated is Basic, Shopify, Advanced, Plus. App store and payments extra. Official site https://www.shopify.com.

WooCommerce (Automattic) sits at human 74 and agent 78 with API strong and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2011 in San Francisco, USA / worldwide; pricing as publicly stated is Free plugin; hosting, extensions, and Woo payments extra. Official site https://woocommerce.com.

PostHog (PostHog) sits at human 84 and agent 90 with API excellent and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2020 in San Francisco, USA / London, UK / remote; pricing as publicly stated is Generous free; usage-based paid; self-host option. Official site https://posthog.com.

Amplitude (Amplitude) sits at human 79 and agent 82 with API strong and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2011 in San Francisco, USA; pricing as publicly stated is Free starter; Growth, Enterprise. Events and seats. Official site https://amplitude.com.

Mixpanel (Mixpanel) sits at human 78 and agent 81 with API strong and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2009 in San Francisco, USA; pricing as publicly stated is Free; Growth, Enterprise with MTU-style packaging historically evolving. Official site https://mixpanel.com.

Segment (Twilio) sits at human 74 and agent 88 with API excellent and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2011 in San Francisco, USA; pricing as publicly stated is Twilio Segment plans; MTUs and warehouse destinations drive cost. Official site https://segment.com.

Datadog (Datadog) sits at human 77 and agent 91 with API excellent and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2010 in New York, USA; pricing as publicly stated is Per-host, per-million-events, and SKU-by-SKU. Easy to surprise-bill. Official site https://www.datadoghq.com.

Sentry (Sentry) sits at human 86 and agent 88 with API excellent and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2012 in San Francisco, USA / remote; pricing as publicly stated is Free developer; Team, Business, Enterprise with event volume. Self-host possible. Official site https://sentry.io.

Intercom (Intercom) sits at human 80 and agent 83 with API excellent and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2011 in Dublin, Ireland / San Francisco, USA; pricing as publicly stated is Seat and add-on based (Fin AI agent, support, marketing). Quote-heavy. Official site https://www.intercom.com.

Asana (Asana) sits at human 80 and agent 78 with API strong and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2008 in San Francisco, USA; pricing as publicly stated is Personal free; Starter, Advanced, Enterprise per-seat. Official site https://asana.com.

monday.com (monday.com) sits at human 82 and agent 76 with API strong and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2012 in Tel Aviv, Israel; pricing as publicly stated is Free; Basic, Standard, Pro, Enterprise per-seat with item limits. Official site https://monday.com.

Postman (Postman) sits at human 87 and agent 80 with API strong and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2014 in San Francisco, USA; pricing as publicly stated is Free; Basic, Professional, Enterprise. API calls and team features gated. Official site https://www.postman.com.

WordPress (WordPress / Automattic ecosystem) sits at human 83 and agent 79 with API strong and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2003 in Worldwide (open source); pricing as publicly stated is Software is GPL; hosting (WordPress.com, WP Engine, etc.) is paid. Official site https://wordpress.org.

Google Analytics 4 (Google) sits at human 68 and agent 80 with API strong and MCP none. In the human-vs-agent-software-surfaces-2026 frame: founded 2020 in Mountain View, USA; pricing as publicly stated is Free 360-less GA4; Analytics 360 is enterprise paid. Official site https://analytics.google.com.

Written by Edu Tor. Updated 2026-08-25.