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Audited 2026-08-11 · RXed table v1.0

Coda (Superhuman Docs)

Visit docs.superhuman.com
“Superhuman Docs is the first surface that brings teams, data, and AI together. Not in a chat window, or dozens of threads. Right where work actually happens and with the power to build with you.” — the vendor’s own words

Renamed Superhuman Docs on 08/07/2026, this is still the best database-backed doc on the market and now has the best-built MCP server of any workspace tool we have scored, but its AI runs on models the vendor will not name, cannot read a PDF, has no quality measurement of any kind, and its enterprise-search product was wound down into a sibling you have to buy separately.

Best for: Ops, finance and programme teams who already run their operating cadence on relational tables and formulas rather than prose, and who want an AI that can act on that structure and an MCP endpoint that lets Claude or ChatGPT write into the same source of truth. Right for a team that can live with unnamed models and no quality measurement. Wrong for anyone whose main input is PDFs, or who needs cross-tool enterprise search without buying Superhuman Go as well.
Scope16/20
Quality5/10
Where the quality sits
6Reactive
4Retrieval & Memory
8Orchestration
5Validation
4Models
Enterprise platformProductivityApp BuildersAutomation & AgentsFreemium
Vendor
Superhuman, Inc. (formerly Grammarly, Inc.; renamed 29/10/2025). Coda Project, Inc. founded 2014 by Shishir Mehrotra and Alex DeNeui, acquired by Grammarly 17/12/2024; Mehrotra became CEO of the combined company · docs.superhuman.com
Origin
US — San Francisco
Pricing
Free $0 · Pro $12/mo per Doc Maker annual ($15 monthly) · Business $33/mo per Doc Maker annual ($40 monthly) · Enterprise Custom
Users (official only)
Not disclosed for Coda specifically. Superhuman states 40M+ people, 50K+ organizations and 3,000 educational institutions, but that figure covers the whole suite (Grammarly, Docs, Mail, Go) and Grammarly's base dominates it. Coda's own pre-acquisition boilerplate claimed 'over 50,000 teams', and CEO Mehrotra said 'over 40,000 enterprises' in a 2024 interview; the two numbers were never reconciled. Named customers from acquisition-era marketing: Figma, DoorDash, Square, The New York Times. (source, 2026-07-08)
Free$0Collaborative docs, connected tables, views and forms, formulas and automations on a low quota, 1GB attachments per doc, 7-day version history. Docs AI, AI views and MCP are limited trials only. Pages and objects limited for shared docs.
Pro$12/mo per Doc Maker annual ($15 monthly)Unlimited doc size, write/edit/ask with Docs AI (beta), AI trackers, pages and views (beta), MCP access, 30-day version history, hidden pages, custom icons, branding and domains, 5GB attachments, daily connector refresh, Grammarly included on annual.
Business$33/mo per Doc Maker annual ($40 monthly)Everything in Pro plus Superhuman Databases (beta), unlimited automations and version history, private team folders, doc and page locking, cross-doc tables and actions, hourly connector refresh, unlimited attachments, Mail included.
EnterpriseCustomEverything in Business plus SAML SSO, SCIM provisioning, AI admin controls including switching Docs AI off per workspace, doc and folder governance, advanced access controls, audit events, SOC 2 Type 2 report. HIPAA, FERPA, legal hold and e-discovery on request; BYOK listed as coming soon.

Published list pricing verified on the live pricing page at coda.io/pricing, which now renders as 'Superhuman Docs | Pricing & Plans'. EUR figures converted at the ECB euro reference rate of 10/08/2026 (EUR/USD 1.1555) and rounded; Superhuman bills in USD. The Coda AI credit system was paused on 06/07/2026 and Docs AI beta runs on unpublished 'generous limits'; the vendor expects to reintroduce a credit system around August 2026, so the effective AI cost at these prices is not yet knowable.

checked 2026-08-11 · vendor pricing page

Element scores

Reactive
Retrieval & Memory
Orchestration
Validation
Models
Primitives
Pr7
Prompts
Em4
Embeddings
Cx8
Context
Tr6
Tracing
Lg5
LLM
Compositions
Fc8
Function calling
Vx
Vector store
Rg6
RAG
Gr7
Guardrails
Mm4
Multimodal
Deployment
Ag6
Agents
Ft
Fine-tuning
Fw8
Frameworks & harnesses
Ev2
Evaluations
Sm
Small models
Emerging
Ma3
Multi-agent
Sy
Synthetic data
Pc9
Protocols
In4
Interpretability
Th3
Thinking models
Tap or hover any element to see why it got that score.

Strengths

Ten years of building a database-first document still shows. Tables, a real formula language, buttons, automations and 600+ Packs make this the most programmable workspace in its class, and the Packs SDK with sandboxed execution means you can build a connector rather than wait for one. Docs AI reads that structure rather than just the prose: it sees tables and formulas that are not on screen, edits them in place, and respects the permissions of whoever asked. The MCP server is the standout. Superhuman rebuilt it agent-first instead of wrapping the human API, so a tool call returns a whole Markdown page rather than forcing dozens of round trips, every response carries a Docs URI so the agent can chain, and calls are synchronous. It went GA for everyone on 08/07/2026, it is an official OpenAI connector with Anthropic in progress, and Enterprise admins can gate it. Billing stays sane: you pay for Doc Makers, editors and viewers are free, and Superhuman committed publicly that the rename changed no prices. Security is thorough, with SOC 2 Type 2, ISO 27001, GDPR, HIPAA on Enterprise, an explicit no-training commitment covering third-party providers, and a public bug bounty. Superhuman Databases in closed beta takes a doc-scale product to a million rows, which is the ceiling long-time Coda operators kept hitting.

Honest dings

You cannot find out what is generating your work. The only public statement on models is a staff reply in the company's own community forum saying it is 'a mix between Anthropic and OpenAI depending on the task' and that Docs AI and AI columns do not run the same model today. No docs page says it, no version is named, and there is no user choice. That matters more than usual because there is no evaluation surface of any kind, and during the beta not even a usage log, since the credit system and admin caps were paused on 06/07/2026 with a replacement expected only around August. The AI also cannot read a PDF or an image, which a community OCR Pack has to solve. Coda Brain, the 800+ permission-aware-connector enterprise-search layer, was wound down on 29/10/2025 and folded into Superhuman Go, so the cross-tool grounding story is now a second product and Brain's citations went with it. Only Enterprise can turn Docs AI off; everyone else can decline to use it. A user reported in the public launch AMA that Docs AI returned a colleague's payslip. Launch day itself brought SSO login loops, broken custom domains and a CloudFront outage that took down the app and the MCP server. Three names in twenty months (Coda, then a Grammarly subsidiary, then Superhuman Docs) has produced sustained unease in the vendor's own forum, and new docs can no longer be published to the gallery. AI views and Databases are both closed beta with pricing undecided.

Prices and details change — this passport is re-verified at least quarterly.
Sources (26) — every claim traceable

Every audit lists the research it rests on — transparency and traceability are the product. Tools evolve: each audit is a snapshot of its audit date, and re-audits supersede older versions (kept below for reference).

  • coda.io/pricing — Official pricing page (renders as 'Superhuman Docs | Pricing & Plans'): Free/Pro $12/Business $33/Enterprise custom, Doc Maker billing, full feature matrix, AI and MCP marked beta or limited trial, compliance by tier, 40M+ people and 50K+ organizations suite figure (accessed 2026-08-11)
  • blog.superhuman.com/introducing-superhuman-docs — Official launch post, 08/07/2026: Coda renamed Superhuman Docs, Docs AI rebuilt, MCP GA for everyone, AI views and Superhuman Databases in closed beta, 1,000,000-row limit, explicit commitment that pricing does not change and Maker Billing remains (accessed 2026-08-11)
  • help.superhuman.com/hc/en-us/articles/4621009328577… — Official FAQ: docs.superhuman.com is the new home with coda.io links redirecting, existing API endpoints keep working, Docs AI described as a full chat interface that acts across the doc, only Enterprise admins can switch AI off, no new gallery publishing after 08/07/2026, DLP and embed allowlists need updating (accessed 2026-08-11)
  • help.superhuman.com/hc/en-us/articles/4621013383246… — Official help article: Coda AI credit system paused 06/07/2026, Docs AI beta runs on unspecified generous limits by role and plan, granular admin AI caps paused, add-on credit subscriptions cancelled with pro-rated refunds, new credit system expected around August (accessed 2026-08-11)
  • blog.superhuman.com/the-making-of-superhuman-docs-h… — Official engineering post, 24/07/2026: the MCP was rebuilt agent-first rather than wrapped around the API, whole Markdown pages instead of dozens of calls, every tool returns a Docs URI, synchronous requests, permission-aware; AI reads tables and formulas not just page text (accessed 2026-08-11)
  • connect.superhuman.com/t/introducing-superhuman/579… — Official company community post, 29/10/2025: Superhuman Go is 'the evolution of Coda Brain', Brain's 800+ permission-aware connectors named as the advantage carried over, and a direct statement that the Brain program and search interface are being wound down (accessed 2026-08-11)
  • coda.io/product/ai — Official product page: verbatim self-description, AI bundled rather than a separate add-on or licence, AI blocks and AI columns (accessed 2026-08-11)
  • coda.io/trust/security — Official trust page: SOC 2 Type 2, SOC 3, ISO 27001/27017/27018, GDPR, CCPA, HIPAA, SAML SSO, SCIM, AES-256 at rest and TLS 1.2+ in transit, annual pentesting, public HackerOne bug bounty, no-training commitment covering third-party providers (accessed 2026-08-11)
  • coda.io/developers/apis/v1 — Official developer reference: REST API v1 across docs, pages, tables, rows, formulas, automations and analytics, with OpenAPI spec and client libraries (accessed 2026-08-11)
  • help.superhuman.com/hc/en-us/articles/4621007698036… — Official MCP article: hosted endpoint, OAuth2 or personal access token, supported clients including Claude, ChatGPT and Cursor, official OpenAI connector status with Anthropic launching, Enterprise admin toggle for PAT-based access (accessed 2026-08-11)
  • blog.superhuman.com/superhuman-launches-superhuman-… — Official press release, 08/07/2026: suite figures of 40M+ people, 50K+ organizations and 3,000 educational institutions, Superhuman Databases private beta at 1M rows, Lane Shackleton quoted as Head of Superhuman Docs (accessed 2026-08-11)
  • coda.io/blog/about-coda/introducing-coda-brain — Official 2024 launch post for Coda Brain: RAG architecture on Snowflake Cortex Search, permission-aware connectors, citations on unstructured answers and adjustable filters on structured ones. The interpretability surface that was later wound down (accessed 2026-08-11)
  • grammarly.com/blog/company/grammarly-to-acquire-coda — Official announcement, 17/12/2024: Grammarly acquires Coda, Mehrotra becomes CEO, financial terms not disclosed, 'over 50,000 teams' claim, named customers Figma, DoorDash, Square and The New York Times (accessed 2026-08-11)
  • grammarly.com/blog/company/announcing-company-rebra… — Official announcement, 29/10/2025: Grammarly, Inc. renamed Superhuman, suite structure of Grammarly, Coda, Mail and Go (accessed 2026-08-11)
  • connect.superhuman.com/t/superhuman-ama-thread-ask-… — Official company AMA, 09/07/2026: product-team statement that AI features use 'a mix of models between Anthropic and OpenAI depending on the task' and that Docs AI and AI columns differ; user report of Docs AI returning a colleague's payslip; legacy Enterprise upgrade-path complaint left open (accessed 2026-08-11)
  • connect.superhuman.com/t/superhuman-docs-launch-bug… — Official company community thread, 07/2026: launch-day SSO login loops, broken custom-domain linking, export-without-import gap, and a CloudFront outage that took down the app and the MCP server (accessed 2026-08-11)
  • connect.superhuman.com/t/superhuman-docs-rebrand-qu… — Official company community thread, 07/2026: sustained negative user reaction to the third name in twenty months, including a European B2B buyer arguing the name damages sales credibility (accessed 2026-08-11)
  • techcrunch.com/2024/12/17/grammarly-acquires-produc… — Independent reporting, 17/12/2024: acquisition confirmed with financial terms undisclosed, Grammarly valuation context (accessed 2026-08-11)
  • axios.com/2024/12/18/grammarly-is-buying-coda-to-ex… — Independent reporting, 18/12/2024: all-stock deal structure at each company's then-current valuation, Coda's last round at $1.4B (accessed 2026-08-11)
  • zapier.com/blog/coda-vs-notion — Independent comparison, 27/01/2026: integration count advantage over Notion, Doc Maker billing analysis, and the pre-pause Coda AI credit allowances of 2,000 per Maker on Pro and 6,000 on Team (accessed 2026-08-11)
  • slite.com/learn/notion-vs-coda — Independent comparison, 12/05/2026 (competitor-published, treat accordingly): corroborates that Coda Brain was deprecated into Superhuman Go and that enterprise search now routes through Go rather than Docs (accessed 2026-08-11)
  • fabric.so/comparison/notion-vs-coda — Independent comparison: states plainly that neither Coda nor Notion's AI can read inside a PDF, corroborating the native multimodal gap (accessed 2026-08-11)
  • g2.com/compare/coda-coda-vs-craft-docs — Independent review aggregator: G2 rating 4.7/5 from 468 reviews (accessed 2026-08-11)
  • getapp.com/development-tools-software/a/coda — Independent review aggregator, last updated 04/2026: 4.6/5 from 98 reviews (accessed 2026-08-11)
  • news.ycombinator.com/item?id=42442852 — Independent venue (Hacker News), 17/12/2024: acquisition scepticism and privacy concern about Grammarly gaining access to Coda-hosted company data (accessed 2026-08-11)
  • ecb.europa.eu/stats/policy_and_exchange_rates/euro_… — ECB euro reference exchange rate 10/08/2026: EUR/USD 1.1555, used for the EUR conversions above (accessed 2026-08-11)