The same intelligence, at a quarter of the cost.
Claude Tag runs everything on Anthropic's models at Anthropic's prices. Pancake mixes Claude with open-source models, so the same work costs about 75% less, and its agents connect to 1,000+ tools.
Anthropic's AI teammate that lives in your Slack. Tag it on a task and it works through the steps with approved tools and data, builds memory over time, and replies when done. Every task runs on Anthropic's premium models, at Anthropic's premium prices.
Like a brilliant teammate who works on what you tag.
A team of specialist agents in your Slack: one for sales, one for marketing, one for engineering, one for ops. They route each task to the right model, Claude for the hard thinking, open source for the volume work, and connect to 1,000+ tools. The same work, at about a quarter of the cost.
Like hiring a team for every part of your company.
The honest bottom line, and what founders tell us after they switch.
Switched from Claude Tag and our AI bill dropped by 75%. Still Claude on the hard problems, open-source models on the grunt work, and it plugs into every tool we use.
A quarter of the cost, 1,000+ tools, and a workforce instead of a teammate.
Claude Tag runs every single task through Anthropic's premium models, at Anthropic's premium prices. Pancake routes each task to the model that fits: Claude handles the reasoning-heavy work, and open-source models handle the volume work like drafts, research sweeps, and data cleanup, at a fraction of the token price. Same quality where it matters, roughly 75% off the bill.
Claude for the thinking. Open source for the typing.
Claude Tag's integrations are connectors your admin approves one by one. Pancake's agents connect to 1,000+ tools out of the box: CRMs, ad platforms, analytics, code, email, calendars. And when something isn't on the list, they can wire it up themselves with an API key, right in the conversation.
If it has an API, Pancake connects to it.
Claude Tag is a single AI identity everyone in the workspace tags into a thread. Pancake coordinates a full org-chart of specialists running in parallel: SEO, ads, code, ops, finance. The right agent picks up the right job and works without being asked. A real team, not one teammate stretched across every channel.
One @-mention for everything vs the right agent for every job.
Claude Tag builds org memory that admins scope per channel and per tool. Pancake maintains a live, structured org brain (goals, decisions, metrics, meeting notes), linked and actively maintained by your agents. When one agent learns something, every agent knows it. No silos between channels, no context resets between sessions.
Institutional knowledge, not scoped memory.
Claude Tag takes initiative on the tasks you tag it into and monitors what it's scoped to. Pancake's agents own whole functions: they run cron jobs overnight, chase blockers, file reports, and pursue their own goals without being prompted. It's the difference between a teammate you delegate to and a workforce that owns the outcome.
Claude Tag works when you tag it. Pancake works when you sleep.
| Feature | Claude Tag | Pancake |
|---|---|---|
| Cost | Premium Anthropic pricing on every task | ~75% cheaper thanks to the model mix |
| Models | Claude only | Claude + open-source, routed per task |
| Integrations | Admin-approved connectors | 1,000+ tools, plus anything with an API key |
| Agent architecture | One shared AI teammate | A coordinated team of specialists |
| Works without prompting | Takes initiative on tagged tasks | Agents own functions, run on cron |
| Company memory | Org memory, admin-scoped per channel | Structured org brain across every agent |
| Infrastructure | Anthropic-managed, scoped sandbox | Dedicated pod per customer (50GB RAM) |
| Enterprise governance | Tightly admin-scoped access & audit | Isolated per-customer pod |
| Getting started | Beta on Enterprise & Team plans | Add to Slack, free to start |
| Best for | Enterprise teams delegating tasks in Slack | Founders building partially-autonomous companies |
Wesley
@Ambani_Wessley · Jun 9
Just spent way too long staring at X analytics, scrolling my own profile like a detective trying to remember which tweets actually hit, comparing nothing, and posting on pure vibes again. Asked Pancake: “analyze my last 30 tweets — what landed, what flopped, the pattern” Got a…
SomitraSR
@TheSomitraSR · Jun 9
As a founder, I used to spend hours jumping between CRM, spreadsheets, email, and analytics just to figure out what needed attention. Then I’d still miss follow-ups. Last week I just asked @getpancake_ai: “Monitor new leads, prioritize the hot ones, and draft follow-ups.”…
Nico
@nicos_ai · Jun 9
NOW YOU CAN GO TO BED WITH A BUG AND WAKE UP WITHOUT IT Before: you read the stack trace, reproduce it locally, find the line, write the fix, open the PR at 2AM Now: you tell Pancake “fix the checkout crash”, go to sleep, and the PR is already open by morning
Translated from Spanish
Kaitee
@KaiteeShiks · Jun 9
One of the most annoying parts of being a creator isn't making content. It's keeping up with sponsor emails. Normally I'd dig through my inbox, forget to reply to someone for days, hunt for old rate cards, then wonder which invoices were actually paid. With Pancake I can just…
Andrew Carr 🤸
@andrew_n_carr · Jun 9
Usually, I would have like 10 gemini or chatgpt tabs open brainstorming cold emails or hooks for some animated outreach. it's kinda sweet to just "ask pancake" to go off and run autonomously. The little fella is pretty darn smart. Anyway, I've had substantially better…
gus
@igus_ai · Jun 9
NOW YOU CAN RUN A 100% AUTOMATED CLIPPING BUSINESS You hand Pancake the episode and it generates upload-ready clips, the show notes, and the chapters It used to be 3 days of post-production per episode: reviews, timestamps, an editor, waiting Turn that into a service…
Translated from Spanish
Leonardo
@MrOnsase · Jun 9
I wanted to turn every new feature I ship into content without spending 2 hours rewriting it. Normally I’d stare at the changelog, open a blank tweet, rewrite it 6 different ways, overthink the hook, get stuck, and end up posting nothing. So I just asked Pancake: “turn my last…
Jakes
@JakesBiko · Jun 9
I wanted to stop answering the same support question 10 times a day and actually ship features instead. Normally I’d open each ticket, search docs, dig into the codebase to double-check, write a careful reply, paste links, repeat until my whole day was gone. So I just asked…
Wesley
@Ambani_Wessley · Jun 9
Just spent way too long staring at X analytics, scrolling my own profile like a detective trying to remember which tweets actually hit, comparing nothing, and posting on pure vibes again. Asked Pancake: “analyze my last 30 tweets — what landed, what flopped, the pattern” Got a…
SomitraSR
@TheSomitraSR · Jun 9
As a founder, I used to spend hours jumping between CRM, spreadsheets, email, and analytics just to figure out what needed attention. Then I’d still miss follow-ups. Last week I just asked @getpancake_ai: “Monitor new leads, prioritize the hot ones, and draft follow-ups.”…
Nico
@nicos_ai · Jun 9
NOW YOU CAN GO TO BED WITH A BUG AND WAKE UP WITHOUT IT Before: you read the stack trace, reproduce it locally, find the line, write the fix, open the PR at 2AM Now: you tell Pancake “fix the checkout crash”, go to sleep, and the PR is already open by morning
Translated from Spanish
Kaitee
@KaiteeShiks · Jun 9
One of the most annoying parts of being a creator isn't making content. It's keeping up with sponsor emails. Normally I'd dig through my inbox, forget to reply to someone for days, hunt for old rate cards, then wonder which invoices were actually paid. With Pancake I can just…
Andrew Carr 🤸
@andrew_n_carr · Jun 9
Usually, I would have like 10 gemini or chatgpt tabs open brainstorming cold emails or hooks for some animated outreach. it's kinda sweet to just "ask pancake" to go off and run autonomously. The little fella is pretty darn smart. Anyway, I've had substantially better…
gus
@igus_ai · Jun 9
NOW YOU CAN RUN A 100% AUTOMATED CLIPPING BUSINESS You hand Pancake the episode and it generates upload-ready clips, the show notes, and the chapters It used to be 3 days of post-production per episode: reviews, timestamps, an editor, waiting Turn that into a service…
Translated from Spanish
Leonardo
@MrOnsase · Jun 9
I wanted to turn every new feature I ship into content without spending 2 hours rewriting it. Normally I’d stare at the changelog, open a blank tweet, rewrite it 6 different ways, overthink the hook, get stuck, and end up posting nothing. So I just asked Pancake: “turn my last…
Jakes
@JakesBiko · Jun 9
I wanted to stop answering the same support question 10 times a day and actually ship features instead. Normally I’d open each ticket, search docs, dig into the codebase to double-check, write a careful reply, paste links, repeat until my whole day was gone. So I just asked…
Wesley
@Ambani_Wessley · Jun 9
Just spent way too long staring at X analytics, scrolling my own profile like a detective trying to remember which tweets actually hit, comparing nothing, and posting on pure vibes again. Asked Pancake: “analyze my last 30 tweets — what landed, what flopped, the pattern” Got a…
SomitraSR
@TheSomitraSR · Jun 9
As a founder, I used to spend hours jumping between CRM, spreadsheets, email, and analytics just to figure out what needed attention. Then I’d still miss follow-ups. Last week I just asked @getpancake_ai: “Monitor new leads, prioritize the hot ones, and draft follow-ups.”…
Nico
@nicos_ai · Jun 9
NOW YOU CAN GO TO BED WITH A BUG AND WAKE UP WITHOUT IT Before: you read the stack trace, reproduce it locally, find the line, write the fix, open the PR at 2AM Now: you tell Pancake “fix the checkout crash”, go to sleep, and the PR is already open by morning
Translated from Spanish
Kaitee
@KaiteeShiks · Jun 9
One of the most annoying parts of being a creator isn't making content. It's keeping up with sponsor emails. Normally I'd dig through my inbox, forget to reply to someone for days, hunt for old rate cards, then wonder which invoices were actually paid. With Pancake I can just…
Andrew Carr 🤸
@andrew_n_carr · Jun 9
Usually, I would have like 10 gemini or chatgpt tabs open brainstorming cold emails or hooks for some animated outreach. it's kinda sweet to just "ask pancake" to go off and run autonomously. The little fella is pretty darn smart. Anyway, I've had substantially better…
gus
@igus_ai · Jun 9
NOW YOU CAN RUN A 100% AUTOMATED CLIPPING BUSINESS You hand Pancake the episode and it generates upload-ready clips, the show notes, and the chapters It used to be 3 days of post-production per episode: reviews, timestamps, an editor, waiting Turn that into a service…
Translated from Spanish
Leonardo
@MrOnsase · Jun 9
I wanted to turn every new feature I ship into content without spending 2 hours rewriting it. Normally I’d stare at the changelog, open a blank tweet, rewrite it 6 different ways, overthink the hook, get stuck, and end up posting nothing. So I just asked Pancake: “turn my last…
Jakes
@JakesBiko · Jun 9
I wanted to stop answering the same support question 10 times a day and actually ship features instead. Normally I’d open each ticket, search docs, dig into the codebase to double-check, write a careful reply, paste links, repeat until my whole day was gone. So I just asked…
Wesley
@Ambani_Wessley · Jun 9
Just spent way too long staring at X analytics, scrolling my own profile like a detective trying to remember which tweets actually hit, comparing nothing, and posting on pure vibes again. Asked Pancake: “analyze my last 30 tweets — what landed, what flopped, the pattern” Got a…
SomitraSR
@TheSomitraSR · Jun 9
As a founder, I used to spend hours jumping between CRM, spreadsheets, email, and analytics just to figure out what needed attention. Then I’d still miss follow-ups. Last week I just asked @getpancake_ai: “Monitor new leads, prioritize the hot ones, and draft follow-ups.”…
Nico
@nicos_ai · Jun 9
NOW YOU CAN GO TO BED WITH A BUG AND WAKE UP WITHOUT IT Before: you read the stack trace, reproduce it locally, find the line, write the fix, open the PR at 2AM Now: you tell Pancake “fix the checkout crash”, go to sleep, and the PR is already open by morning
Translated from Spanish
Kaitee
@KaiteeShiks · Jun 9
One of the most annoying parts of being a creator isn't making content. It's keeping up with sponsor emails. Normally I'd dig through my inbox, forget to reply to someone for days, hunt for old rate cards, then wonder which invoices were actually paid. With Pancake I can just…
Andrew Carr 🤸
@andrew_n_carr · Jun 9
Usually, I would have like 10 gemini or chatgpt tabs open brainstorming cold emails or hooks for some animated outreach. it's kinda sweet to just "ask pancake" to go off and run autonomously. The little fella is pretty darn smart. Anyway, I've had substantially better…
gus
@igus_ai · Jun 9
NOW YOU CAN RUN A 100% AUTOMATED CLIPPING BUSINESS You hand Pancake the episode and it generates upload-ready clips, the show notes, and the chapters It used to be 3 days of post-production per episode: reviews, timestamps, an editor, waiting Turn that into a service…
Translated from Spanish
Leonardo
@MrOnsase · Jun 9
I wanted to turn every new feature I ship into content without spending 2 hours rewriting it. Normally I’d stare at the changelog, open a blank tweet, rewrite it 6 different ways, overthink the hook, get stuck, and end up posting nothing. So I just asked Pancake: “turn my last…
Jakes
@JakesBiko · Jun 9
I wanted to stop answering the same support question 10 times a day and actually ship features instead. Normally I’d open each ticket, search docs, dig into the codebase to double-check, write a careful reply, paste links, repeat until my whole day was gone. So I just asked…
Join founders who've already handed off the work AI should own.
No credit card required • $100 in free credits • SOC 2 compliant
Claude Tag runs everything on Anthropic's premium models, so you pay premium token prices on every task. Pancake mixes models: Claude handles the reasoning-heavy work, and open-source models handle high-volume work like drafts, research sweeps, and data cleanup at a fraction of the token price. Across a real workload, that mix cuts the bill by about 75%. And tokens are passed through at the labs' public prices, with no markup.
No, because routing is per task, not per customer. The work that needs Claude's reasoning still gets Claude. Open-source models only pick up the tasks where they perform just as well: formatting, summarizing, bulk research, data cleanup. You get the same output quality where it matters and a much smaller bill everywhere else.
Native integrations across every function your agents work in: CRMs, ad platforms, analytics, email, calendars, code repositories, payment tools, and more. On top of that, Pancake's agents can connect to anything with an API key on the fly, so the real ceiling is any tool with an API, not a fixed list your admin approves.
As fast as adding it to Slack. You talk to Pancake like a teammate, and it sets up its agents and connects your tools right in the conversation. No engineering, no dashboards, no enterprise plan required. Most teams have their first agents doing real work the same day.
Yes, and Pancake runs on Claude too, for the work that needs it. The difference is that Pancake isn't locked to one lab: it mixes Claude with open-source models to cut costs by about 75%, connects to 1,000+ tools instead of an approved-connector list, and coordinates a team of specialist agents instead of one shared teammate.
Potentially. Claude Tag is excellent for enterprise teams that want one governed AI teammate handling tagged tasks across Slack. Pancake is for the founder or founding team who wants a workforce running proactively, at a quarter of the model cost. They're not mutually exclusive.
