Tadata Review (2026): Pricing, Features & Honest Verdict

Tadata is an AI employee in Slack that connects to your CRM, inbox, calendar and 30-plus tools, then hands you finished sales work to approve. Verdict: the most polished Slack-native agent we have tested, sold in a credit unit the vendor never defines. Best for: small sales teams living in Slack. Price: Free 1,000 credits, then from $39/mo. Rating: 7.5/10

What is Tadata?

We found Tadata at number two on Product Hunt on 6 September 2026, where it drew 242 upvotes under the tagline “The AI employee in Slack that reads the room.” It is built by Tadata Inc., a San Francisco company whose terms are governed by California law. The same team published FastAPI-MCP, an open-source library for exposing FastAPI endpoints as Model Context Protocol tools, which we checked at 12,002 GitHub stars and an MIT licence. That repo has not been pushed since November 2025, so the company’s attention has clearly moved to this product.

Tadata does not ask you to open another tab. You invite it to a Slack channel, connect the tools you want it to see, and it starts showing up on its own. At 7:45 in the morning it posts a brief covering the day’s calls, who you are meeting, what changed since you last spoke and any relevant news. After a call it drafts the follow-up email, fills the CRM fields and writes the next step. Nothing is sent until you approve it, which the sales page repeats three separate times. Between those moments it watches for work that repeats and offers to take it over, asking before it automates anything.

What Are Tadata’s Key Features?

Pre-built agents you can run on day one

Six agents ship ready to run: outreach personalisation (a researched opener on every message), a warm intro finder that traces the shortest path to a prospect through people you know, call preparation, a LinkedIn listener that flags posts from your ideal customers when they name a solvable problem, a new hire finder that catches decision-makers before they lock in vendors, and conference prep that builds a prioritised hit list. Each one learns how your team likes things done. If none fits, you describe the job in plain English and Tadata builds the agent itself. This is the part that makes it feel like a hire rather than a workflow builder.

A connector catalogue that goes well beyond sales tools

The connectors page lists HubSpot, Salesforce, Attio, Outreach, Clay, Hunter.io and Circleback on the revenue side, then keeps going: Linear, Jira and Confluence, Notion, GitHub, Sentry, Grafana, PostHog, Mixpanel, Amplitude, Supabase, Cloudflare Workers, Netlify, Firecrawl and Bright Data. Gmail, Google Calendar, Sheets and Drive connect per person, so the agent only ever sees what that person can see. Anything not listed can be attached as an MCP server or an API. Externally it pulls from company sites, careers pages, LinkedIn, Google Maps, job boards, filings, reviews and local listings. Few Slack agents we have reviewed can read a Sentry error and a HubSpot deal in the same run.

Approval gates on everything with outside impact

Drafted outreach, follow-up emails and CRM updates all land in Slack as ready-to-approve items. The FAQ on the sales page is blunt about it: “Nothing is sent on your behalf without your review.” The agent also asks before it converts a repeated task into an automation. For a tool that can read, compose, send and delete email under the Gmail scopes it requests, that human gate is the right default, and it is the reason we would let it near a real inbox.

Portable recipes and no model lock-in

Your automations, preferences, exceptions and learned “recipes” live in Tadata and can be exported and versioned. Reasoning runs on Anthropic and OpenAI models, and the vendor says it has no incentive to lock you into one provider. In practice that means the thing you accumulate over months of feedback is a set of process documents, not a pile of prompts trapped in one model’s context. We like the framing, and we like that it is written down on the site rather than promised in a demo.

How Much Does Tadata Cost?

Tadata starts at $39 a month for the Lite plan, which includes 1,000 credits a month. Pro is $149 a month for 4,000 credits and Scale is $299 a month for 10,000 credits. A free tier gives you 1,000 credits one time, with no card. Enterprise is “unlimited credits” at a custom price. Credits are billed monthly and there is no annual option on the page.

Do the division and the ladder rewards volume gently: 3.9 cents a credit on Lite, 3.7 cents on Pro and 3.0 cents on Scale. That is a 23 percent discount for committing to the top self-serve tier, which is modest for the category. Compare Lindy, whose Plus plan is $29.99 per user a month for 3,000 credits with Slack access included, or Zapier Agents at $400 a year for 1,500 activities a month. Tadata is not priced per seat, which matters for a Slack tool that the whole channel will talk to.

What Is a Credit? Tadata Never Says

We read the pricing page, the homepage, both solution pages, the security page, the terms and the privacy notice. Not one of them defines a credit. There is no rate card saying how many credits a morning brief, a research run or a drafted email consumes, and no example run with a cost attached. Every number on the pricing page is denominated in a unit you cannot convert into work.

The free tier makes the gap visible. The homepage and the sales page both promise “$50 in free credits”. The pricing page says the free plan is “1,000 credits, one time”. If both are true, a free credit is worth 5 cents, which is more than any paid plan charges per credit. Either the two pages describe different offers or the dollar figure is a rounding of something else. We asked neither the model nor a third party to resolve it, because guessing a unit definition is how fabricated prices get published. Our advice is to burn through the free 1,000 credits on your real workload, note how many runs you got, and pick a plan from that number rather than from the page.

How Does Tadata Handle Security and Data?

This is the strongest page on the site and it is written in plain language. Tadata has passed Google’s CASA Tier 2 assessment, which is the bar Google sets for apps requesting sensitive Gmail scopes. Credentials sit in a HashiCorp Vault backed by AWS KMS and are attached server-side only at the moment a tool runs, so the model never sees them; revoke a connection and the stored credential is deleted. Data is AES-256 encrypted at rest, TLS in transit, hosted on AWS in the United States. Every agent run executes in an isolated container that is destroyed when the work is done, and each organisation’s data, connections and agents are scoped away from every other customer.

The vendor names its subprocessors (AWS, Anthropic, OpenAI, Clerk and Stripe) and states that it does not train models on your data, with the model providers bound by API terms that say the same. In Slack it sees only the channels it is invited to, and its tokens are deleted when you uninstall. The privacy notice, updated 6 August 2026, commits to deleting Google user data on request and caps retention at three months after an account is closed. Two things we would still want in writing before a larger deployment: there is no SOC 2 report mentioned anywhere, and the arbitration clause in the terms waives class actions and sets San Francisco as the venue.

Who is Tadata Best For?

Use Tadata if you are the first account executive at a startup, a founder still running sales yourself, or a quota-carrying rep with no ops team behind you. That is exactly who the vendor says it built for, and the product matches the claim: the value is in the morning brief and the post-call cleanup, which are the two chores that small teams drop first. It also suits GTM operations people who want one agent that can read the CRM, the product analytics and the engineering tracker without stitching three tools together.

Skip Tadata if your team does not run on Slack, because there is no other surface. Skip it if procurement needs a defined unit of consumption before signing, since the credit is undefined and there is no annual contract on the page. And skip it if you want an agent that sends without review; every action here waits for a human, by design.

Best Tadata Alternatives

Lindy is the closest match. Its Plus plan is $29.99 per user a month with 3,000 credits, credits pool across the workspace, and teammates who @mention it in Slack get a seven-day trial before their seat is billed. Pro is $99.99 per user for 15,000 credits. Lindy is per-seat where Tadata is per-workspace, so cost it out at your real headcount.

Zapier Agents is the budget option. A free tier allows 400 activities a month with live data sources and web browsing, and Agents Pro is $400 a year, about $33 a month, for 1,500 activities. It sits on top of Zapier’s 9,000-plus app catalogue, but it is a builder, not a colleague that posts a brief unprompted.

Relevance AI covers the same “AI workforce” idea for larger sales teams, with a BDR agent, calling agents and 2,000-plus integrations. Its pricing page now lists a single Enterprise tier with “Talk to sales” and no published number, so it is only an alternative if you have a procurement team.

Final Verdict: Is Tadata Worth It?

Yes, for a small sales team that already lives in Slack. The connector catalogue is broader than anything else in its price band, the pre-built agents produce useful work on the first day, the approval gate is the right default for a tool holding Gmail and CRM credentials, and the security page reads like it was written by people who expect to be audited. The free 1,000 credits cost nothing to test and the $39 Lite plan is cheap for what a working morning brief saves.

The reservation is the unit. A pricing page with four tiers and no definition of what a credit buys is a pricing page you cannot budget from, and the $50 versus 1,000 credit mismatch on the free tier suggests the copy has not caught up with the product. Run the free tier on real work, count your runs, and buy from your own numbers. On that basis we rate Tadata 7.5 out of 10.