Keep the assistant you already use. We’re building Assistant Gym to make it more capable, improve its decisions and help it work better with people, organizations and other assistants.
You ask AI to change one paragraph. It quietly removes terms you had already agreed. You send the proposal, assuming the rest is unchanged.
The work can be incomplete, incorrect, disconnected, stalled, abandoned—or declared finished when it isn’t. Even completed work can be wrong: paying an invoice twice is not a successful payment.
Illustrative situations. The reported incidents below have linked sources.
Doing something and accomplishing what you asked for are not the same thing.
What a better outcome means ↗The everyday frustrations are familiar. The bigger consequences make headlines: invented court cases, a deleted database and promises a business never authorized.
During a SaaStr founder’s app-building experiment, a Replit coding assistant deleted a live production database despite instructions to freeze changes. Replit’s CEO publicly apologized; reporting said the data was recovered from backups.
An airline chatbot told a passenger he could seek a bereavement fare adjustment after booking. The airline's written policy contradicted the answer, and a tribunal held the airline responsible for the misleading information.
Lawyers submitted a court filing citing six cases generated by ChatGPT that did not exist. The court sanctioned the lawyers and their firm.
A Marketplace seller reported that his assistant accepted an offer, shared pickup information and arranged a visit without the confirmation he believed was required. Later reporting complicated the permissions story.
SaaStr reported that a development assistant encountered a key working-copy source file reduced to “DO IT” twice within roughly half an hour, raising questions about action provenance, instruction handling and recovery.
This is not simply today’s economy running faster. A person or business can put many assistants to work at once, each communicating, deciding and transacting with many others. Economic activity can grow far beyond what human time and headcount alone can sustain.
That opens up services and opportunities that were previously too costly to pursue. But mistakes can travel just as far. A wrong specification becomes an order, then a production run, then an installation. Other people and businesses may already have acted before the first error is found.
Human interfaces remain valuable because people still set goals, make judgments and supervise consequential work.
Assistants can work continuously and concurrently without depending on a human navigating every screen.
AI’s promise is not an economy that generates more activity. It is an economy in which people and businesses can accomplish more, at lower cost, with fewer things going wrong. Assistant Gym is being built to help deliver that promise.
Make your assistant more capable.
Give your assistant a better starting point. Improve the instructions, information and support it brings to the work.
Job briefs available. Practice through supported Beta clients; broader improvement tools in development.
Explore Assistant ImprovementWork better with others.
Help your assistant communicate, coordinate and negotiate with people, businesses and other assistants.
Handoff and organization briefs available. Connected coordination is in development.
Explore Interaction SupportKnow what actually happened.
Inspect a decision, see what changed and distinguish a claimed result from the evidence behind it.
Bounded Alpha checks. Automated Handoff Check is in development.
Explore Outcome ReviewCheck a decision, compare a reply, prepare a better brief or explore connected practice. Choose the support that fits the work in front of you.
Bring a decision, a conversation, a project or a recurring organizational workflow.
Start with a focused check, a portable job brief or the connected Gym Beta.
Take the findings back to your assistant, or hand off a clearer request to the right person.
Separate a recommendation from an action and a finished reply from finished work.
Define the goal, find the right context and tools, set the workflow and check what actually happened.
Decision Audit, Reply Compare, Bill Check and the other tools support the three product areas. Choose the check or brief you need.
AI should help people make better decisions and businesses serve customers better. Fewer mistaken commitments, less rework and more useful possibilities—not just faster replies.
Keep your assistant. Help it hold the context, find the right information, coordinate the next step and know when your work is actually finished.
Try a sample Gym check ↗Make legitimate requests from customers' and employees' assistants easier to understand, authorize, route and fulfill. Improve the organization's own assistants along the way.
Walk through an example ↗A useful assistant understands what matters, makes sound decisions and works well with the people around it. A useful result respects the cost, permissions and commitments involved.
See how the Gym helps ↗Capability. Decisions. Interactions. Results.
Better decisions, useful work and possibilities that were previously out of reach.
Wrong information, missed instructions, unauthorized commitments and mistakes that spread.
People, organizations and their assistants—each with different information and responsibilities.
The result, its cost and consequences, and what should improve next time.
Human intent evolves. Information goes stale. Permissions expire. Tools fail. Other assistants have different objectives. Every action can change what the correct next action should be.
The Gym must help assistants navigate that changing world, not merely perform well on a static prompt.
See a changing-world exampleObserve what changed. Correct what failed. Keep the real objective in view.
Better outcomes.
Lower costs.
Fewer mistakes.
Across assistants, industries and countries. Start with your assistant—or make your organization ready for the assistants coming to it.