raven: Canada's Sovereign AI, Available Globally

Read our launch media release: Dipole ML Inc. officially launches Raven and DCode.

Frontier intelligence that leads the world in terminal execution and complex reasoning, delivered with your data encrypted at rest and never for sale.

Built for engineering teams and autonomous workflows worldwide

Two models. Every frontier.

Raven Flash and Raven Max share one unified foundation: text and image understanding, native tool calling, and inspectable reasoning that sets the standard on global benchmarks.

Raven MaxBenchmark leader
42.8
Fable 5
42.4
GPT-5.6 Sol
37.9
Muse Spark 1.3
33.3
Gemini 3.8 Flash
19.7

Evaluated with maximum reasoning effort enabled. Verified against official frontier model evaluations.

Raven Max · Frontier Reasoning

Deep intelligence for high-stakes work

Our flagship frontier model for complex engineering, long-horizon planning, and rigorous analysis. Raven Max plans across multi-step dependencies, calls tools with precision, and streams extended reasoning so every architectural decision is fully auditable.

Meet Raven Max

Raven Flash · High-Velocity Frontier

Frontier capability at production speed

Engineered for low latency and high throughput without compromising accuracy. Raven Flash is the default autonomous engine in DCode and the Raven app, delivering real-time responses, tool execution, and code generation at a fraction of standard API latency.

Meet Raven Flash

Multimodal Understanding

Native vision and auditable thinking

Attach system architectures, UI mockups, terminal logs, and technical documents. Raven models process images natively alongside code, execute tools within agentic loops, and stream their internal thinking steps in plain view. Nothing happens in an opaque black box.

Explore the family

// a Raven conversation, abridged

You: Analyze this Kubernetes cluster architecture diagram and explain why the billing-service pod is crash-looping under peak traffic.

▸ Thinking
Inspecting ingress topology and pod resource constraints. The diagram shows the billing worker shares a node with the analytics batch runner without CPU limits...

Raven: The failure occurs because the billing worker runs on a shared pool without isolated resource quotas. When the batch job spikes, the node exhausts memory and the OOM killer terminates the billing pod. Move the worker to a dedicated node pool or set explicit limits in deployment.yaml.

Private by design. Defended by default.

Your data is never for sale

We do not sell your content or personal information, share it with advertisers, or run trackers and advertising on our sites or apps. Your prompts power Raven, nothing else.

DEK encrypted storage

Saved conversation histories are encrypted at rest using individual Data Encryption Keys (DEK). Each conversation is wrapped under its own key rather than one shared lock, and your history stays encrypted as it syncs across the web, desktop, and mobile apps.

Sandboxed agent execution

Multi-step tool execution, terminal commands, and file edits in DCode run inside isolated sandboxes. Raven models require explicit human approval before any disk write or command can run, ensuring autonomous workflows remain completely under your control.

One account. Everywhere Raven lives.

Raven

Frontier intelligence across every platform. Access Raven Flash and Raven Max instantly through our browser web chat, or install the native app on desktop and mobile. Both provide fluid multimodal understanding, inspectable reasoning streams, and encrypted history.

DCode

The autonomous coding environment built for production software engineering. DCode navigates entire codebases, plans multi-step refactors, edits files, executes shell commands, and verifies test suites with receipts. You stay in command of every commit.

Explore DCode

DipoleML API

Natively compatible with both OpenAI and Anthropic API formats. Simply point your existing SDK base URL to api.dipoleml.com for sub-second streaming, automatic prompt caching discounts, and pay-as-you-go credits with zero subscription lock-in.

Read the API docs

Playground

Experience Raven Flash and Raven Max live in your browser. Evaluate multimodal vision, inspectable thinking streams, and tool calling with zero setup or credit card required.

Launch Playground

Developers

Built for builders. Drop-in ready.

Natively compatible with your existing OpenAI and Anthropic SDKs. Switch your base URL and start streaming in seconds.

from openai import OpenAI

# Drop-in replacement: simply update the base_url
client = OpenAI(
    base_url="https://api.dipoleml.com/v1",
    api_key="your-dipole-api-key"
)

response = client.chat.completions.create(
    model="raven-max",
    messages=[{"role": "user", "content": "Refactor the auth microservice."}]
)
print(response.choices[0].message.content)

Trust & Governance

Independent infrastructure. Enterprise grade.

Built from the ground up to give organizations complete data autonomy and verifiable security, free from Big Tech cloud lock-in.

Independent compute gateway

Self-operated model serving and routing infrastructure. We run our own gateway and systems, ensuring direct end-to-end provenance without third-party middleman brokers.

Global privacy and sovereign jurisdiction

Fully compliant with PIPEDA, GDPR, and enterprise compliance standards. Hosted within Canadian jurisdiction, keeping your data protected under strict statutory privacy laws. Read about sovereign AI.

Non-extractive economics

Real free tiers, pay-as-you-go credits, automatic input caching discounts, and zero forced subscriptions. You only pay for the tokens you actually compute.

Works with the coding apps, harnesses, and ADEs engineers already use

News

Dispatches from the frontier.

Launches, benchmarks, and engineering notes from the lab, the moment they land.

Browse the newsroom
Research

DCode vs Cursor vs Copilot: why we side with the agent

Autocomplete, the AI-first editor, or the full agent: a straight comparison of the three philosophies of AI-assisted coding, written by the people who built the third one.

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Developers

npm install and go: the DCode CLI and the real cost of the DipoleML API

The same Raven agent is one npm install away, and the API behind it publishes its price to the cent: $0.50 per 1M input tokens on Flash, credits that never expire, and per-key spend limits.

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Research

OpenAI gave up on plugins. We didn't give up on integrations.

ChatGPT plugins died in 2024, and the autopsy matters: sandboxed islands with no real account access were never going to work. Connectors, done properly, are the version that survives.

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Product

Read my last email: how Raven connects to Gmail, Calendar, Drive, and GitHub

Type "read my last email" into Raven and it does, because connectors give the model real access to your actual accounts through real OAuth consent and tightly scoped read actions.

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Product

One account, every screen: Raven on the web, desktop, and your phone

The same Raven, the same chats, everywhere you are: a full web app, native Windows and macOS apps, and Raven on Android and iPhone, syncing live across every screen.

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Research

How we protect your data: a two-minute privacy check before you paste

At Dipole ML Inc., your data is encrypted at rest, access is limited, and nothing is ever sold. Here is our privacy model in plain terms, plus a two-minute checklist for any AI app.

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Product

Raven remembers: account-level memory you can open, edit, or delete

Raven's account-level memory carries what matters across every conversation and every device: auto-captured where useful, always visible, and yours to edit or delete at any time.

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Product

Ask Raven for a deck. Get a real .pptx.

Ask Raven for a presentation or a report and the download is a real file: PowerPoint, Word, Excel, PDF, Markdown, or CSV, assembled on your device and ready for the tools you already use.

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Product

Deep research with receipts: how Raven reads the web and cites its sources

Ask Raven a question that needs the live web and it asks permission, reads the pages, and comes back with an answer whose numbered sources you can click and verify yourself.

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Company

How we priced Raven: free to start, $20 Pro, and credits that never expire

The full reasoning behind our pricing: a real free tier, Pro at $20, Ultra at $100, API credits from $5 that never expire, and annual rates locked lower for Founding Members.

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Product

A whole team, one AI: shared chats that feel like sitting at the same desk

Invite the whole team into one Raven conversation: everyone types, everyone sees every message the moment it lands, and Raven answers in the middle of the group, live on every screen.

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Product

Share a chat like a doc: links, permissions, and who's in the room

Every Raven chat can be shared like a document: private links that stay blurred until you approve them, public links for signed-in readers, and a presence eye that shows who is in the room.

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Announcements

Introducing the Founding Member Cohort: Accelerating Autonomous Intelligence

The limited launch cohort for Founding Members is open: locked-in first-year annual pricing across Pro, Ultra, and DCode, plus a permanent golden badge.

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Research

What is sovereign AI, and why Canada needs its own frontier lab

Sovereign AI is intelligence you can verify end to end: models and infrastructure under your own jurisdiction, with privacy enforced by architecture rather than policy promises.

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Research

A million tokens of room to think: what big context is actually for

Both Raven models carry a one-million-token context window and 128,000 tokens of output. Here is what that actually holds, and the workflows it changes once the model stops forgetting.

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Research

Inspectable Reasoning and Private by Design: Inside the Raven System

A technical deep dive into the system surrounding the Raven model family: transparent reasoning streams, encryption at rest, careful access controls, and prompt injection defense.

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Developers

The Dipole ML Inc. API Gateway: Native Dual Compatibility for OpenAI and Anthropic SDKs

The DipoleML API at api.dipoleml.com speaks both OpenAI and Anthropic SDK formats natively, so migrating is a one-line base URL change with zero code rewrites.

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Product

DCode 1.0 Generally Available: The Agentic Development Environment with Native MCP

DCode 1.0 ships for macOS, Windows, and the npm CLI: native MCP support, deep codebase graphs, self-healing shell execution, and Windows computer use.

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Research

Raven Flash Performance Report: Sub-Second Velocity and #1 on AutomationBench

Raven Flash takes #1 on AutomationBench (49.2), leads the velocity tier on Terminal Bench 4.0 (34.1), and ties #1 on the Intelligence Index, at $0.50 per 1M input tokens.

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Research

Evaluating Raven Max: #1 on Terminal Bench 4.0 and Agent's Last Exam

The full technical evaluation of Raven Max: #1 on Terminal Bench 4.0 (42.8), Agent's Last Exam (39.5), and GDPVal-AA (1,771), with maximum reasoning effort enabled.

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Company

Frontier Intelligence, Canadian Values: Dipole ML Inc. Officially Launches Raven and DCode

The official launch media release: Raven Flash, Raven Max, DCode 1.0, and the API gateway are live, built and served from Canada on three pillars: access, sovereignty, and trust.

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Announcements

Dipole ML Inc. Announces Upcoming October 1 Launch of Sovereign Frontier Intelligence

Founder Saurabh Sharma announces the October 1, 2026 public launch of Dipole ML Inc.: the Raven model family and DCode, after four years of research.

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Limited Launch Cohort

Join Dipole ML Inc. as a Founding Member

A one-time opportunity for early builders and teams: lock in discounted annual pricing for your first year across Pro, Ultra, or DCode, plus a permanent golden Founding Member badge across your dashboard and apps.

Claim Founding Membership

The frontier has a northern address.

Experience autonomous coding, deep reasoning, and verifiable intelligence built for everyone.

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