How long does it take to deploy Lab Maneuver?

Lab Maneuver is quick to set up. No Kubernetes expertise or DevOps team required.

Does Lab Maneuver support per-user token quotas?

Yes. Every user gets a configurable token budget with real-time tracking and monthly resets — preventing surprise bills.

Can I bring my own LLM API keys?

Built-in AWS Bedrock models are available out of the box — no keys needed. You can optionally connect your own OpenAI, Anthropic, or custom API keys per organisation if you need additional models.

Does Lab Maneuver integrate with LMS platforms?

Yes. Lab Maneuver supports LTI 1.3 for Canvas, Moodle, Blackboard, and D2L. Students auto-provision on first launch.

Is there a free plan?

Yes. The Free plan includes model playground access, RAG with 5 documents, and basic token quota. No credit card required.

Now Live — Deploy in minutes

One platform for
every AI tool
your team needs.

Lab Maneuver gives every user their own AI workspace — model playground, Jupyter notebooks, RAG knowledge base, and hard token limits. One platform. Full control. No surprise bills.

Get Early Access — It's Free → See How It Works

RKSPMJ+5

4.9 / 5 avg rating

No credit card required

app.labmaneuver.com

→ Summarise the Q3 research findings and highlight key risks

Claude 3.5 Sonnet

Based on the Q3 findings, three key themes emerge: (1) model latency improvements of 34% across inference clusters, (2) cost reduction via dynamic quota allocation...

Tokens used: 1,240 / 100,000

1.2%

How It Works

Up and running in minutes.

No Kubernetes expertise needed. No DevOps team required.

Create your org

Set up your organisation, configure token limits, choose which labs and models are available, and define user tiers.

Add users

Upload users under your org — individually or in bulk. Each user gets an isolated workspace with their own quota, ready immediately.

Start using the labs

Users log in and access built-in Bedrock models across all labs — chat, RAG, notebooks, agents, and more. Optionally connect your own API keys per org.

10,000+API calls / day

12+Teams onboarded

99.9%Uptime SLA

Platform

Everything your AI team needs
in one place.

From prompt engineering to production RAG pipelines — secure, scalable, and cost-controlled.

AI Model Playground

Built-in model access out of the box. Compare outputs, tune parameters, and save prompt templates — no setup required.

Managed Notebooks

Per-user Jupyter notebooks with auto-scaling, persistent storage, and pre-loaded AI/ML libraries. Productive from day one.

RAG Lab

Upload PDFs, docs, and text — auto-chunked, embedded, and indexed. Ask questions and get answers with cited sources. Private per user.

Per-User Cost Controls

Token quota system with real-time tracking, monthly resets, and configurable tiers. No surprise bills ever.

Multi-Tenant Security

Org-level isolation, RBAC, per-user data separation, and JWT authentication built in.

Multi-Agent Lab

Build teams of specialised agents — Researcher, Writer, Reviewer. Chain them in sequence or run in parallel. Watch each agent's output in real time.

Multi-Modal Lab

Upload images and ask questions about them. Extract text from screenshots, describe charts, identify objects — powered by Bedrock vision models.

Bring Your Own LLM

Built-in Bedrock models work out of the box. Need more? Connect OpenAI, Anthropic, or any custom API endpoint per org — your keys, your costs.

SQL & Data Lab

Every user gets a private PostgreSQL schema — browse tables, run queries, do vector search, and connect from JupyterLab or any SQL client using personal credentials.

Usage Analytics

Per-user and org-level token consumption by lab, by day, and by model. Full visibility for admins and users.

Prompt Lab

Design prompt templates with {{variables}}, run them against any model, and save for reuse. Every run is logged with token count and output.

MCP Lab

Connect GitHub, Notion, Slack, Tavily web search and more via Model Context Protocol. The AI automatically picks the right tool based on your question.

Integrations

Integrates with your existing stack.

Connect via LTI 1.3 or REST API. Users are live in minutes, not days.

LTI 1.3

LMS Ready

Launch from Canvas, Moodle, Blackboard or any LTI-compliant LMS. Students auto-provision — no separate login needed.


              POST /lti/launch

              iss: canvas.instructure.com

              sub: student_12345 → auto-provisioned ✓

REST API

Full API Access

Provision users, set quotas, manage sessions and pull analytics — all from your own backend or automation tools.


              POST /api/users/provision

              PUT  /api/users/:id/quota

              GET  /api/analytics/usage

CanvasMoodleBlackboardD2LZapierAny REST client

Pricing

Simple pricing. No surprises.

Start free, scale as your team grows.

Start Today

Free

For individuals & small teams exploring AI

$0 / forever

Built-in model access
Per-user token quota
Prompt playground
RAG with 5 documents
Community support

Get Started Free — No Card →

Custom

Enterprise

For teams & organizations at scale

Let's Talk

Unlimited usage & users
JupyterHub notebooks
Bring your own LLM
SSO, SAML & LTI 1.3
Dedicated infra + custom SLA

Book a Free Demo →

Why Lab Maneuver

Everything DIY is missing.

Building this yourself takes months. We've already done it.

Feature	DIY / Cobbled tools	Lab Maneuver
Per-user token quotas	✗ Build it yourself	✓ Built-in
Jupyter notebooks per user	✗ Manage Kubernetes	✓ Auto-provisioned
RAG vector store	✗ Separate service	✓ Included
LMS / LTI integration	✗ Custom dev work	✓ One config
Multi-tenant security	✗ Easy to get wrong	✓ Org-level isolation
Bring your own LLM	✗ Re-wire everything	✓ Per-org API keys