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mAIvnTM
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AI systems that ship

The production layer for agentic software.

Models provide intelligence. Frameworks help assemble agents. mAIvn provides the governed execution layer behind agentic applications—tools, private data, memory, recovery, and verified outcomes.

The Stripe of Agents: integrate once to safely coordinate models, agents, tools, memory, and private data through one production layer.

An explanatory analogy. mAIvn is not affiliated with Stripe.

See a Production RunBuild With mAIvnTalk With the Team

AI Systems That Ship

One governed integration

Your application

Intent + product context

mAIvn SDK

Governed execution layer

Models + agents
Tools + auth
Private data
Memory + state

Verified outcome

Typed result + replayable run

  • 170+

    Toolsets

  • 2,000+

    Tools

  • Fail-closed

    Private-data controls

  • Replayable

    Run traces

  • Typed

    Verified outcomes

Scroll
Ch. 01The platformSix jobs. One production layer.
Ch. 02See a runFailure, recovery, controls, and outcome
Ch. 03Who it's forSignals of fit
Ch. 04Get early accessJoin the developer waitlist
mAIvnTM

The governed production layer for models, agents, tools, private data, memory, recovery, and verified outcomes.

Email the mAIvn team

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© 2026 mAIvn Inc. All rights reserved.

Built with purpose.

The missing production layer

Building an agent is easy. Operating one is not.

Intelligence, agent building blocks, and automation already exist. The gap is the governed infrastructure that keeps agentic work private, recoverable, observable, and dependable inside real software.

Where each category stops

Model APIs

Intelligence

They do not provide the complete operational system around an agent run.

Agent frameworks

Building blocks

Teams still own production governance, recovery, private-data handling, and operating visibility.

Automation platforms

Fixed workflows

They are not a complete adaptive, governed runtime for agents operating in software.

mAIvn

Production layer

One execution surface for models, agents, tools, private data, memory, policy, evaluation, and recovery.

Build the stack—or integrate the layer

Without mAIvn

Teams assemble and maintain every production concern.

Models + routingTools + authenticationPrivate data + secretsMemory + stateRetries + approvalsEvaluation + traces

With mAIvn

One governed SDK between product intent and execution.

ApplicationmAIvn SDKVerified outcome
Model-independent execution
Authenticated toolsets
Fail-closed data controls
Durable coordination
Typed output contracts
Replayable runs

One production layer

Six jobs your application team no longer has to reinvent.

mAIvn keeps the developer surface stable while models, tools, policies, and execution strategies evolve underneath it.

Route

Use the right intelligence

Choose the model, capability, and reasoning level that fits each job.

Connect

Give agents usable tools

Discover and invoke authenticated tools through one consistent surface.

Protect

Keep context governed

Apply scoped authorization, secrets, and fail-closed private-data boundaries.

Coordinate

Finish multi-step work

Manage memory, dependencies, agent teams, retries, and human approvals.

Verify

Return dependable results

Enforce typed output contracts, evaluation, and safe replanning.

Operate

See what actually happened

Inspect replayable traces and run history through mAIvn Studio.

What is available now—and what is in development

The same execution layer is expanding beyond code-first development without creating a separate platform.

Available now

mAIvn SDK

Required integration for applications today.

In development

  • Event-driven triggers
  • Visual and no-code workflow creation

Illustrative sample run

The infrastructure matters when the happy path breaks.

This customer follow-up run shows privacy, validation, recovery, approval, and safe delivery in one replayable sequence.

2

Systems touched

3

Fields withheld

1

Safe replan

1

Approval gate

Illustrative workflow mechanics—not a customer performance claim.

Observable run trace

Customer inquiry follow-up

Ready

Sample run ready

  1. 01Load scoped contextScoped dataCustomer profile and prior tickets are limited to this run.
  2. 02Sensitive fields withheldPrivacy boundaryPrivate-data policy minimizes context before a model sees it.
  3. 03Contract mismatch detectedContract checkA required field is missing, so the outbound write stays blocked.
  4. 04Replan and retry safelySafe replanA schema-constrained retry returns a valid typed result.
  5. 05Human approval gateApprovalA support lead reviews the response before release.
  6. 06Send once and update recordsSafe deliveryThe reply is sent once, the CRM is updated, and duplicate delivery is blocked.

Final business outcome

Reply delivered, ticket updated, and trace archived for replay.

Built for teams shipping agentic software

mAIvn creates leverage when agentic work becomes operational.

Developers, product teams, and technical organizations building agentic functionality that must operate across real systems, private data, and production constraints.

Where mAIvn creates leverage

Real systems. Real controls. Real outcomes.

  • The work crosses models, tools, APIs, or operational systems.
  • Private data, authentication, policy, or human approval matters.
  • Runs must recover, verify outputs, and leave an observable history.

Practical buyer guidance

Start with the simplest layer that works.

For a simple, low-risk, single-prompt feature, a direct model API may be enough. mAIvn becomes valuable when the work crosses systems, private data, approvals, or production constraints.

Direct APIGoverned production layer

Builder Challenge

Build the best system with mAIvn

Show what you can build with private AI orchestration. All ideas welcome. Open to approved mAIvn beta testers.

Winner receives

$1,000

cash or 1 year of Pro (~$1,200)

All who submit

20% off

mAIvn for a year

Submit by

Aug 31

Judging begins September 1, 2026

See challenge details

Developer Waitlist

Be the first to build with mAIvn.

Join the waitlist on the mAIvn Developer Portal to get notified the moment the platform goes live. Early members get priority access and the option to participate in private beta testing.

Join the Developer WaitlistPreview the Docs

>developer.maivn.io

  1. 01

    Priority access at launch

    Early seats are first in line when the platform opens.

  2. 02

    Beta hands-on track

    Opt in to shape the SDK before general availability.

  3. 03

    Builder community

    Release notes, tutorials, and direct access to the team.