Harness as a Service
From one instruction: connect any app, automate any task, transform your data with any tool, deliver output anywhere — every step audited.
Get started in minutes · No setup · Cancel anytime
See it run
The problem
AI work can't ship end-to-end — trusted, governed, cost-controlled, reproducible.
Tool sprawl & silos
10+ disconnected tools; no single source of truth.
Manual & error-prone
Time lost to data prep; costly mistakes.
AI that never ships
Projects stall between POC and production.
Limited collaboration
Teams work blind, no unified view.
Security & compliance risk
Vulnerabilities, weak access, no audit trail.
The complexity ceiling
Too complex for RPA, too long for a person.
Black-box automation
What ran, why, at what cost — unanswerable.
The orchestration gap
Projects die on integration glue, not the AI.
Runaway cost & model risk
Steps × tokens makes spend a real risk.
No reproducibility
A run that fails at step 480 can't restart clean.
The solution
Meet Auprimus — the harness around your models, so AI actually ships.
Tool sprawl & silos
3,663 connectors behind one instruction — one source of truth.
Manual & error-prone
Describe the outcome; the DAG plans and runs it.
AI that never ships
Every run is a deployed, observable DAG — POC = production.
Limited collaboration
Visualized results + a live execution view — one real-time picture.
Security & compliance risk
Auditable + BYOK / no-store + RBAC — compliance built in.
The complexity ceiling
A long-horizon DAG plans, branches, and replans hundreds of steps.
Black-box automation
Logs, traces, metrics, cost, and lineage per node.
The orchestration gap
Any MCP / API / agent / code — the glue is generated.
Runaway cost & model risk
Per-node cost + per-node model routing — metered spend.
No reproducibility
Checkpoint, resume, and persisted DAG state.
One harness. All ten resolved.
How it works
No pipelines to write, no tools to stitch together. Just describe what you need.
Connect to 657 sources — warehouses, lakes, APIs, and databases.
Describe your goal in plain English. No SQL, no pipelines to build.
573 specialized agents across 92 models do the reasoning and work.
Get tables, charts, maps, and reports generated automatically.
Push results back to your stores and sync progress with your team.
Features
Built for teams that refuse to compromise between speed, control, and trust.
Global connector registry
3,663 pre-built connectors to any RDBMS, API, or warehouse — cloud, local, or edge.
Agentic orchestration
573 specialized agents work in parallel with intelligent routing, self-correction, and validation.
Your AI, your choice
92 models across 6 providers — or self-host with Ollama. Swap per workflow, own your bill.
Multi-modal insight hub
Tables, charts, maps, and presentation-ready slides, generated and streamed in real time.
Real-time loading
Sync transformed insights back to your data stores — closing the loop from data to action.
Collaborative workspace
Keep AI work visible across teams with shared workspaces and live progress tracking.
Enterprise governance
End-to-end encryption, role-based access, complete audit trails, and project isolation.
The registry
Search thousands of pre-built connectors, MCP servers, APIs, and agents. If you use it, Auprimus speaks to it.
Your AI, your choice
92 models across 6 providers — or self-host for free. Cheap models for simple steps, frontier models only where they matter. Every token counts.
Long-context multimodal reasoning and high-throughput Flash models.
Claude — top-tier reasoning, coding, and safe enterprise output.
GPT and o-series for frontier reasoning, vision, and tool use.
Open-weight models with standout coding value and low cost.
Open Llama models for self-hosted, cost-controlled inference.
Efficient European open-weight models with strong multilingual skills.
Ultra-low-latency inference for real-time interactive workloads.
Enterprise RAG, retrieval, and embeddings at scale.
Search-grounded answers with live web context.
Run any open model fully self-hosted — zero API cost, air-gapped.
A different model per DAG node — route by complexity, not one size fits all.
Run Llama, Mistral, or any open model with Ollama — zero per-token cost.
Bring your own key, switch providers anytime, survive model commoditization.
Agent skills
Every Specialist node is matched to a domain-specific skill at build time — the exact patterns, APIs, and best practices for the task. Powered by the open awesome-agent-skills registry.
56+ skills · extensible via .toml
Documents, artifacts, MCP builders, and creative tooling for Claude.
Build AI agents in TypeScript — setup, best practices, and core reference.
Generate Angular code and scaffold new apps with modern best practices.
Connect AI agents to 1000+ external apps with managed authentication.
Build Gemini-powered apps — API, Vertex AI, Live, and Interactions.
Best practices and SDK upgrades for Stripe integrations.
Multi-channel notifications via email, SMS, push, and chat.
React Native performance, GitHub workflows, and upgrade paths.
Skills for building with the Expo React Native framework.
Authentication setup, providers, 2FA, and org management.
Datasources, pipes, endpoints, and SQL guidelines.
Terraform providers, modules, testing, and style conventions.
Value
Outcomes, not features. What you actually get when the whole lifecycle runs on one harness.
Faster time-to-value
Raw data to a delivered result in minutes, not months.
Predictable OpEx
Per-seat + BYOK + per-node model routing — no surprise token bills.
No stack to build or maintain
One harness replaces 10+ tools and the glue between them.
Governed by design
Per-node audit, lineage, RBAC, and delegation — safe to run autonomously.
Scales without re-architecting
Startup to enterprise on the same platform.
Compounding ROI
Gets more accurate and cheaper the more you run it.
Trust
Production-ready AI you can trust — built for enterprises and regulated industries. Your keys, your models; your data is never stored.
Enterprise: HIPAA arrangements and a DPA available on request.
End-to-end encryption
All data encrypted in transit and at rest.
Role-based access
Granular permissions, RBAC, and SSO / SAML.
Audit trails & lineage
Per-node logs, traces, metrics, cost, and lineage.
Project isolation
Full data isolation between projects.
Pricing
Priced per seat, per month. Managed LLM and BYOK available on every plan.
Pricing is loading — please check back in a moment.
About
Auprimus was born from a simple observation: data teams spend more time wrestling with tools than generating insights. Founded by Dr. Derraz Radhwane and Jalal MJADLI, we set out to build the platform we wished existed — one that turns complex data workflows into intuitive, AI-powered conversations.
Empower organizations to transform data into decisions through secure, intelligent automation — without technical barriers. Every team deserves powerful AI tools that understand their data and deliver actionable insights in real-time.
Become the default platform for AI-driven data work — as indispensable to data teams as GitHub is to developers. A world where data complexity is invisible, and every organization can harness the full power of their information through natural conversation.
Contact
Schedule a personalized demo. We'll walk through your use case and show you howAuprimus handles it end to end.
FAQ
Harness as a Service. From one instruction it connects to any source, transforms your data through any tool, and delivers the result to any destination — with every step audited.
No. You bring your own keys (BYOK) and your data is never stored — your keys, your models.
92 models across 6 providers, or self-host with Ollama — and you can route a different model per node.
3,663 connectors across sources, destinations, MCPs, agents, and APIs — plus 56 organization-native skills.
No — describe the outcome in plain English and the DAG is generated. Custom code is supported as a node type when you want it.
Both — cloud or self-host, to fit your compliance posture.
Per-node audit and lineage, RBAC, SSO / SAML, encryption, BYOK, and project isolation. HIPAA arrangements and a DPA are available on request.
It replans mid-run; checkpoint and resume restart exactly where it stopped — no re-running from scratch.
Minutes — there's no migration; Auprimus sits on top of your existing stack.
Per-seat, with BYOK on every plan. Four tiers, and you can cancel anytime.
Bring your keys, describe an outcome, and get a delivered, audited result — without building or maintaining a stack.
Cancel anytime · Your keys, your models · Your data is never stored
