Phronexa
AI agents

A Phronexa agent reasons toward a goal, chooses from 100+ governed tools, and acts in your live systems as the real person, never a shared account. Bounded, reversible, and human-approved where it counts.

  • Reasons and acts
  • 100+ governed tools
  • Acts as the real user
  • Human-in-the-loop
Goal
Manager agent
Specialist
Tools
Knowledge
Memory
Specialist
Governed action
as the real user
How an agent works

It reasons, acts, and observes, in a bounded loop.

Not a single tool call. An agent runs a reason, act, observe loop toward the goal, and every turn is capped, budgeted, and governed.

  1. Take the goal

    Starts from a plain-language goal, its scoped knowledge, and the exact tools it's granted.

  2. Reason

    Plans the next step, and asks a person rather than invent a name, date, or id it doesn't have.

  3. Choose a tool

    Picks one governed tool to move forward, or delegates the part to a specialist sub-agent.

  4. Act, governed

    Runs the tool through one governed executor, with identity, confirmation, and approval enforced.

  5. Observe

    Reads the result and corrects, blocking a tool that keeps failing so it never loops in place.

  6. Finalize

    Delivers the result, or a best-effort answer if the budget runs out, but never nothing.

Bounded by a hard iteration cap and a run budget
Multi-agent

A manager agent, delegating to specialists.

One agent rarely does it all. A manager breaks the work down and hands each part to a scoped specialist sub-agent, up to three levels deep, with cycles refused and the whole team unwinding together if anything fails.

  • A manager delegates to bound specialist sub-agents, up to three deep
  • Every sub-agent runs under the same identity, never a privilege gain
  • Each is limited to its own knowledge and its own granted tools
  • One shared budget, so delegation can never run away
phronexa.ai/studio
An agent on the studio canvas wired to its model, memory, governed tools, and specialist sub-agents
Governed tools

100+ governed tools, each approved before an agent can use it.

Tools are how an agent acts. Every one is a governed capability that declares its side-effect, its confirmation, its identity requirement, and how to undo it, and only an approved capability can ever be granted to an agent.

  • 100+ built-in tools: databases, files, CRM, messaging, web, Microsoft 365
  • Each declares read, write, or irreversible, plus confirmation and rollback
  • Import tools from an MCP server, an OpenAPI spec, or a manifest
  • One governed executor runs every call, so nothing bypasses the rules
phronexa.ai
The governed tool catalog with side-effect, confirmation, and approval status
Identity that travels

It acts as the real person, never a shared account.

When an agent reaches a live system, a mailbox, an MCP server, a CRM, it goes as the actual user who asked, on-behalf-of. It exchanges their identity for a downstream token, requests consent when an account isn't linked, and steps up for sensitive actions. Everyone only ever moves what they're cleared to.

On-behalf-of tokens carry the real user's identity downstream (RFC 8693)

Connected accounts, with consent requested when they aren't linked

Delegation, not impersonation, and never a shared service identity

Step-up for sensitive actions; automated runs can't act as a person

Safe by construction

Autonomy with the guardrails built into the run.

Every agent inherits the same guarantees, so letting one act on real, consequential work stays safe.

Human-in-the-loop

  • Sensitive steps pause for a person to approve
  • Maker-checker: the approver is never the requester
  • Signed, single-use approval links and an inbox
  • Timeouts and cancellation are first-class

Reversible, no double-actions

  • Nothing runs twice, even on retry
  • Failed multi-step work rolls back in order
  • Each committed action registers its own undo
  • The manager and its sub-agents unwind together

Bounded reasoning

  • A hard cap on how many steps it can take
  • A budget on tokens, time, and calls
  • A failing tool is blocked, not retried forever
  • Always finishes with a result, never a dead end

Recorded and attributable

  • Every step recorded with masked inputs and outputs
  • Attributable to a verified person and the exact agent version
  • A tamper-evident, hash-chained audit trail
  • Even a denied action leaves a trace
Provable quality

Certified before it goes live.

An agent is graded against a suite of goals before it can publish. It must produce a sound, governed plan for the goals it should handle, and decline the ones it shouldn't. A plan that quietly does the wrong thing is exactly the failure the harness is built to catch.

  • Cases for real goals, multi-step work, out-of-scope, and adversarial
  • A green run certifies the agent for its current configuration
  • A quiet wrong plan is flagged as a silent failure, not a pass
  • Re-graded whenever the agent or its tools change
Everywhere the work happens

The same governed agent, on every channel.

Deploy an agent to the web widget, to Microsoft Teams with native single sign-on, and to WhatsApp Business. Same knowledge, same tools, same governance, with the real user's identity carried into every run.

  • Web widget, Microsoft Teams, and WhatsApp Business
  • Native Teams SSO, so it acts on-behalf-of the signed-in user
  • Grounded, cited answers and governed actions, in the channel
  • Voice questions in and spoken answers out
Microsoft Teams
The agent in Microsoft Teams answering with cited sources
Triggers

Run on demand, or on an event.

A run can start from a person or from the world: a schedule, an incoming webhook, a new file, a database change, a shared mailbox, an intake form, or a Teams message.

ScheduleWebhookIntake formShared mailboxMicrosoft TeamsDatabase changeFile arrivalChatOn failureManual
See it in the product

Governed tools, on real channels.

phronexa.ai
The governed tool catalog: every capability with its side-effect, confirmation, and approval status.
The governed tool catalog: every capability with its side-effect, confirmation, and approval status.
phronexa.ai
The agent in Microsoft Teams, answering with cited sources, as the signed-in user.
The agent in Microsoft Teams, answering with cited sources, as the signed-in user.
phronexa.ai
The same agent on WhatsApp Business, grounded and cited.
The same agent on WhatsApp Business, grounded and cited.
phronexa.ai
Every action on a tamper-evident, hash-chained audit trail, with integrity verification.
Every action on a tamper-evident, hash-chained audit trail, with integrity verification.

Sovereign, Arabic-first AI, ready to prove its value on-premises, in weeks.

Start with one high-value use case and measure it on real data.