AgentFoundry

Curated AI organization templates

Structure AI work before asking AI to do the work.

AgentFoundry gives you clear roles, responsibility boundaries, handoffs, review rules, and human approval points—ready to use with the AI tools you already have.

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Three free templates. No signup. You operate the workflow.

Illustrative workflow Authority stays visible

The hidden-work problem

A short request can hide a whole system.

“Create an e‑commerce website” sounds direct. But complex work often contains responsibilities the request never names.

Create an e‑commerce website.

That might involve:

  • Requirements
  • Catalog
  • Inventory
  • Authentication
  • Cart & checkout
  • Payments
  • Taxes & shipping
  • Data design
  • Privacy & security
  • Testing
  • Deployment
  • Operations
Not every project needs every area. The point is to expose what matters before work begins.

Prompt A → Prompt B

Better structure reduces ambiguity and rework.

Good AI input is not about adding more words. It is about making responsibilities, constraints, and success criteria explicit.

ABasic request
Create an e‑commerce website.

Clear intent, but no shared definition of scope, risk, or “done.”

BStructured request
Design a responsive store for a small retailer. Define the intended shopper, catalog and checkout requirements, security and privacy constraints, test expectations, and acceptance criteria. Flag unresolved assumptions before implementation.
UsersFunctionalityConstraintsRiskTestingSuccess criteria

From prompt to organization

Separate the work when separation improves the work.

For complex projects, specialized responsibility areas can improve coverage and make independent review possible. This example is illustrative, not a universal prescription.

See complete organization templates
Human authorityHuman Owner
DirectionProduct Lead
BuildArchitecture
/ Engineering
ExperienceFrontend
SystemsBackend / Data
SafeguardsSecurity / Privacy
Independent checkQuality Review

Use the smallest effective organization

More agents are not always better.

Structure should match the work. Adding roles without a reason can create more coordination than value.

01

One capable AI may be enough

  • The task is narrow.
  • The output is low risk.
  • Requirements are simple.
  • Independent review is unnecessary.
02

Multiple roles may help

  • The work spans different specialties.
  • Important requirements are easy to miss.
  • Outputs need independent review.
  • Security, privacy, quality, or consequential decisions matter.

The AgentFoundry difference

More than a collection of AI personas.

A useful organization defines how work moves—not just how each role sounds. Every template makes ownership, evidence, review, escalation, and human approval explicit.

  1. 01
    Organization RulesShared boundaries and evidence standards
  2. 02
    Role ContractFocused ownership and restrictions
  3. 03
    Structured HandoffsContext moves with the work
  4. 04
    Human ApprovalImportant decisions remain accountable

Together, these define how the organization operates.

Make failure modes more visible

Structure cannot eliminate AI weaknesses. It can help expose them.

AgentFoundry templates use operating rules that reduce risk, create review points, and make uncertainty easier to see.

Unsupported claims

Require evidence—or say UNKNOWN.

Explicit evidence rules help surface unsupported conclusions.

Missed requirements

Assign coverage and acceptance criteria.

Responsibility boundaries make gaps easier to spot.

Overconfidence

Label what kind of claim is being made.

FACT, ASSUMPTION, INFERENCE, RECOMMENDATION, and UNKNOWN communicate certainty.

Self-approval

Separate building from critical review.

Independent review can help catch issues the original role missed.

Context loss

Transfer work through structured handoffs.

Required fields preserve decisions, artifacts, questions, and success criteria.

Unnecessary chatter

Communicate only where work depends on it.

Relevant-role handoffs avoid broadcasting every detail to every role.

Efficiency through clarity

Less rework is a better efficiency target than fewer words.

Better input architectureLess reworkMore efficient AI usage

Poorly structured work can create repeated clarification, regeneration, duplicated context, and duplicated effort. Clear roles and handoffs can reduce those avoidable iterations—without making precise token-savings promises.

How it works

A structure you can use in the tools you already have.

  1. 01

    Choose an organization

    Browse a curated template designed around a specific kind of work.

  2. 02

    Configure your AI roles

    Copy each role’s Full Bot Instruction into your preferred AI tools.

  3. 03

    Operate the workflow

    You coordinate the roles, pass structured handoffs, and remain the human authority for approvals and important decisions.

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Free template library

Start with a clear structure.

Each template includes the organization model, shared rules, role contracts, and copy-ready instructions.

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What AgentFoundry is not

Not another general-purpose chatbot.

AgentFoundry helps you decide how AI should work together before you ask it to do the work. It complements the AI tools you already use; it does not run, connect, or monitor agents for you.

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