Good validation that this is indeed a space the frontier firms are thinking about along similar lines.
Inspiring quote there.
Onboarding my non-software engineer teammates to it has super-charged them and essentially given them all their own personal developer that can automate tasks for them. Managing codebases, etc. is still a hassle though.
90% of the power of Excel was that it was functionally a database that a normal person could actually use. I think we'll see something similar with coding agents.
* find invoice I_E for expense E
* associate and categorize E based on I_E and transaction field
These things are annoying but Claude Code is great at it and it leaves a much smaller set I have to manually resolve. This is a class of problems that are tractable and checkable, which I happily use LLMs on. If it miscategorizes it, I'm going to see it because I'm looking over the accounts. In fact, I was previously using a different accounting app which had poor API support, so I dumped it so I could use Claude and it's incredible how much this helps me.
There is an enormous number of use-cases that Claude/GPT are good for and the hard part is market penetration here. As an example, my dad was looking at some statistical health survey data in India and working out what things you could glean from it. Claude identified the things that would complicate his analysis in no time. He's 70 years old, and he'd done it all manually until he asked me (I've got a Mathematics degree) if something made statistical sense to do. I told him what it likely was and then asked him to try Claude. Knocked out his work and mine in moments. But he didn't think to use it. Now I have to get him a ChatGPT/Claude subscription.
It's like how if you go to the Datadog pricing page they don't list a feature set. They have all these use-case lists with prices. You can build things using their base metrics functionality and logs functionality but showing the use-cases must have more adoption.
[1] https://www.arte.tv/en/videos/126831-000-A/arte-reportage/
I can tell you the drag is between your own tools and the real world (which is very messy and inconsistent): taxes, compliance, payroll, amendments, share structures, etc.
Within my island, my books are in order, invoices and time keeping is fully automated, calendars and sales pipelines are connected.
I'm sure there are many businesses whose inner islands are not as orderly. The zillion tools out there all try to bring equanimity to the chaos and yet here we still are with fresh books, quickbooks, and xero...
In books of the future, if we ever hold one, I think this will be studied a lot. We have seen before competitions and rivals, but they mostly were rivalry of craft. Here it is a rivalry of velocity and reach. Who can first target user with whatever they have ready to offer.
Now I have claude hooked up to a dozen projects I used to maintain manually. It is such a pleasure watch it read the complaint and go to town on small problems without dropping any databases or removing home dirs.
Am I too close to AI that this sounds fucking crazy to me? In no world would I give Claude or any AI agent direct write access to financial operations like payouts/settlements.
It's targeted for creatives atm. For the few in private testing, it's been amazing what they're able to do with the little tooling I've given them. It is a legitimate change in their daily drive.
You mean UX? Isn't Claude Cowork supposed to be 'Claude but for normies'? As for Claude Code / OpenAI Codex for non-programmers, believe Replit, Loveable, & others are trying & succeeding.
WhatsApp comes to mind in how its sole focus on replacing SMS (rather than Skype/AOL/MSN Messenger/YChat/GChat) meant it had no (user-facing) password/username, no elaborate signup, no login, no chat/friend requests, no sync etc. & became the biggest social network right under the nose of well resourced competitors with worldwide distribution, like Google & Facebook.
It's called Zenning AI - we're a small team in London, testing it with a few companies at the moment!
Claude can write code pretty well, but there are just a few tasks that I need to do to orchestrate everything. If it could do those tasks well even some of the time it would be about 10x more useful.
Honestly though we are finding that a little FDE to set up pre-bake stuff that’s sufficiently specific to the customer is needed. Otherwise people are like, “I don’t need to close the books, I need to do a per-working-day profitability analysis for 10 EU countries with different public holidays”, and they get stuck there.
Or don’t tell me, if it’s well worth the 24min watch
You might be assuming small businesses have less than ten people. That’s a category of small business called a “micro-business” or microenterprise, depending on funding model.
What competition? To have competiton, you need to have a market. And to have a market, you need to have a well defined product or service. What these guys are offering is a toy, for which they desperately try and invent new potential use cases every week. Metaverse, NFT and Blockchain once again, "supercharged" by trillions of VC money, soon coming for your pension fund too. What could go wrong?
Interesting, sometimes they want to show you they’ll simply charge 2-3 percent of your monthly spend (https://www.datadoghq.com/pricing/?product=audit-trail#produ...)
Never in my life would I have thought a business with more than 100 employees could be considered small. In the EU the cutoff is 50.
E.g traditional automation + humans handling the drag = $4,000 per month with a couple of known blunder each year
vs traditional automation + AI = $400, with unknown number of blunders.
Of course it depends how much a blunder costs, to solve, or swallow. But I would bet that accounting errors even for a small business would cost the business on the long run. And that's assuming we don't yet have adversarial behavior which we can expect to come from both the inside and the outside.
A couple more thoughts here - the hard part is not just the data side of it, it's replaying/unplaying actions. Many actions are non-reversible. Code is clean in the same way that google docs is clean. But for many business processes, some actions just can't be unwound once started. If claude initiates a wire that it shouldn't, no amount of git technology will undo that wire.
does "settling" not mean, "writing", ie moving cash around for real
I scaled to 30+ people with automated administration. My cost was under $150 a month for everything we needed to run a successful consultancy and product business. Our accountant was blown away by how simple his life was.
I'm constantly amazed at how it has gotten much worse in the resulting decade.
Example: https://www.theguardian.com/world/2024/dec/18/why-former-fac...
A skill cannot provide MCPs and can't provide custom template prompts, each skill is it's own slash command.
A plugin you can define N number of custom slash commands, and you can define MCPs as well as skills. So it bundles like all the things together.
By installing a plugin, you are basically installing a bunch of MCPs, skills and custom slash command prompts.
[1]: 10x my $200/m bill
I guess it’s a price tier for agent farming? Bunch of agents in parallel?
Excepts it comes with a terrible experience that's not sustainable for any serious day-to-day work that doesn't involve constant coffee breaks to wait for some tokens to get generated. No thanks. They don't have to live up to the hype to be useful tools, and for something that costs me annually what I make in a day I'm perfectly happy with the value I'm getting of out of it all (even if someone else is subsidizing it... for now).
> going hundreds of billions of dollars into debt
This forum exists exactly because of these companies.
I think you may have misinterpreted what I was saying to be a reference to local models? I am not talking about local. You cannot run DeepSeek on consumer hardware, despite a bunch of people conflating "some 30b model trained on DeepSeek outputs == DeepSeek". But businesses can purchase fleets of GPUs capable of serving DeepSeek for an investment measured in millions rather than billions, and offer something 85% as good as Claude to customers while actually profiting on inference with a $20 subscription, without the massive overhead of training frontier models from scratch.
> (even if someone else is subsidizing it... for now)
That they are giving away something they cannot sustain is the literal entire point of my comment.
We're launching Claude for Small Business—a package of connectors and ready-to-run workflows that put Claude inside the tools small businesses depend on—to help small business owners take full advantage of AI and cross off items on the to-do list.
Small businesses account for 44% of U.S. GDP and employ nearly half the private-sector workforce, but their adoption of AI has lagged behind larger enterprises. Tools and training are rarely tailored to the ways small businesses operate, and as a result their use often stops at the chat window. As part of our public benefit mission, we are committed to helping business owners harness AI more fully and effectively for their most important work.
Claude for Small Business is a toggle install that puts Claude to work inside the tools small business owners already use: Intuit Quickbooks, PayPal, HubSpot, Canva, Docusign, Google Workspace, and Microsoft 365. From these tools, it can plan payroll, close the month, run a sales campaign, chase invoices, and more.
“Small businesses make up nearly half the American economy, but they've never had the resources of bigger companies. AI is the first technology that can finally close that gap, which is why we're launching Claude for Small Business, alongside training and partnerships to make sure AI shows up for the entrepreneurs and communities who need it most. Claude for Small Business runs inside the tools owners already rely on, like QuickBooks, PayPal, and HubSpot, and takes on the work that piles up after hours, like planning payroll, chasing invoices, or kicking off a marketing project. People run the business, and Claude helps take the late-night work off their plates.”
—Daniela Amodei, Co-founder and President of Anthropic
Toggle on Claude for Small Business inside Claude Cowork, connect the tools you already use, and pick the job. Claude does the work; you approve before anything sends, posts, or pays.
It ships with 15 ready-to-run agentic workflows across finance, operations, sales, marketing, HR, and customer service. It also includes 15 skills built on the repeatable tasks owners told us slow them down most.
These include:
There's also an invoice chaser, margin analyzer, month-end prepper, tax-season organizer, contract reviewer, lead triager, content strategist, and more.

Not only could it problem-solve for me, it also showed me problems I didn't know I had.
What we used to think were the constraints are just not constraints anymore. It's empowering. Hours of looking at stuff that doesn't matter are gone. I want an entire organization where everybody is using these tools daily.

It's freeing up things that used to be a lot of very tedious clerical work for more value-add tasks.
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Running through Claude Cowork, each connected tool handles a specific job:
The full list of skills, automations, and connectors is available on the solutions page.

Small and mid-market businesses fuel our economies, and for decades, QuickBooks has been proud to be their trusted financial partner. By integrating the agentic AI capabilities of our QuickBooks platform into Claude for Small Business, we're providing small businesses with AI-powered automations and experiences that allow them to remove the complexities of managing their finances, accelerate payroll workflows, and generate data-backed insights that help them grow and scale with speed and confidence.

At HubSpot, our mission is to help scaling companies grow with AI. We partnered with Anthropic to build the first CRM connector for Claude so go-to-market teams can access their HubSpot context wherever they work. For small businesses, that means getting tailored answers, summaries, and visualizations directly from their customer platform so they can segment smarter, run better campaigns, and drive more leads.

Small businesses need AI that moves at the speed they do. With Canva powering content creation in Claude for Small Business, a business owner can go from idea to published, on-brand design in one flow, while AI streamlines the work in between. It's part of our vision to make complex AI workflows simple, so we can help people achieve their goals through design.
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In a survey we ran with small business owners, half named data security as their single biggest hesitation about AI.
With Claude for Small Business:
Full details are in the Trust Center.
Tools aren't enough on their own. Owners and their teams need to know when and how to use them, and most haven’t had the opportunity to learn.
That's why we partnered with PayPal on AI Fluency for Small Business, a free online course on using AI to run a small business. It's taught by owners who've built it into their own operations—Prospect Butcher Co. in Brooklyn, MAKS TIPM Rebuilders in California, and others—with step-by-step guidance on how to use AI in your business safely, responsibly, and ethically. We'll cover topics like knowing which tasks in your business are right for AI and how you can get started.
“PayPal is proud to partner with Anthropic to help small and medium-sized businesses harness the full potential of the AI-led economy. Together, we are equipping these business owners and entrepreneurs with the tools, expertise, and trusted infrastructure they need to compete and thrive in a rapidly evolving digital economy and creating new opportunities for them to innovate, grow and better serve their customers.” — Amy Bonitatibus, Chief Corporate Affairs Officer at PayPal
The course is available on-demand starting today.
Starting May 14 in Chicago, we're taking Claude for Small Business on the road. The tour is a free, half-day live AI fluency training and hands-on workshop for 100 local small business leaders per stop. Anthropic and partner Tenex.co are hosting the tour, with local partners at each stop. Attendees get a one-month Claude Max subscription to start integrating AI into their day-to-day workflows.
Spring stops include: Chicago, Tulsa, Dallas, Hamilton Township, Baton Rouge, Birmingham, Salt Lake City, Baltimore, San Jose, and Indianapolis.
Thank you to the Greater Cleveland Partnership and the National Talent Collaborative for piloting the concept with us in March. More cities will be added in the fall.
As a public benefit corporation, part of Anthropic's mission is to make sure the gains from AI reach all people and communities, especially those who have historically been last in line for new technology. Small business owners—and the local institutions that fund and advise them—are exactly that audience. So alongside Claude for Small Business, we're investing in partnerships that put Claude directly in the hands of small business owners and the organizations that help them grow.
We believe AI can meaningfully expand what's possible for the smallest businesses, including solo entrepreneurs. Together with Workday and the Local Initiatives Support Corporation (LISC), we're supporting the Workday Foundation Solopreneurship Accelerator Program, which in 2026 will equip an initial cohort of 15 aspiring solopreneurs with seed funding from the Workday Foundation, Claude credits from Anthropic, and an AI-first entrepreneurship curriculum developed by LISC.
Small businesses also depend on an enabling environment, including access to capital. That's why we're partnering with three Community Development Financial Institutions (CDFIs) that are deploying AI in their own operations and services: Accion Opportunity Fund, Community Reinvestment Fund USA, and Pacific Community Ventures. With Claude credits and hands-on technical support from our team, these CDFIs are building tools that help more small businesses get funded. Pacific Community Ventures, for example, is using Claude to power its Radiant Data Hub—a shared resource for a network of CDFIs—to collect and synthesize voice-based feedback from its small business clients and their workers to improve products and services.
To learn more about Claude for Small Business and access the AI Fluency for Small Business course, get started here.
We’ve raised Claude's usage limits and agreed a new compute partnership with SpaceX that will substantially increase our capacity in the near term.
We're releasing ten new Cowork and Claude Code plugins, integrations with the Microsoft 365 suite, new connectors, and an MCP app for financial services and insurance organizations.