Harness as a Service

Long Complex Task. Faster, Cheaper, and Trusted.

Auprimus delivers automated, audited, long-horizon reasoning that adapts as it runs and is native to your organization — for faster, cheaper tasks you can trust.

Bring your own key, connect your ecosystem, add your organization's skills, instruct, run and audit, then deliver the output.

The Auprimus workspace: a 16-step workflow that ran in 4 minutes 15 seconds for $1.69, with the step console below it and the live run log beside it
How it works

From instruction to audited result.

01/ 16

Create a project

Keep each piece of work, its runs and its files in its own project.

Watch it run

One real run, start to finish.

An oil-palm yield analysis on two live PostgreSQL tables: from the first API key to a scheduled workflow, in 10 minutes.

Features

Everything a long task needs, in one harness.

  • Long-Horizon Reasoning

    One instruction plans and runs every step — and replans when reality deviates.

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  • Integrations

    Five connector families - databases, files and storage, streams and queues, APIs and MCP servers. Read and write over one connection, nothing to stitch.

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  • Organization-Native Skills

    Generic AI guesses at your business. Every step here is grounded in yours — and the grounding compounds with every run.

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  • Models

    Bring your own key, swap models anytime, or run open models on your own hardware — and you own the token bill.

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  • Delivery

    Any output type — tables, charts, maps, slides, files, or raw records — written back to any connected system in real time.

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  • Audit

    What ran, at what step, at what cost — logs, traces, metrics, and lineage for all of it.

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  • Workspace

    Shared workspaces, saved workflows, and a live view of every run.

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  • Task Schedule

    Run a saved workflow on a recurring schedule; reruns replay its saved code.

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  • New

    Reruns replay saved code

    A working step's code is saved and replayed on every rerun and schedule. Only a step that fails is rewritten.

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  • New

    Models on your own hardware

    Connect your Ollama server and run open models where your data lives.

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Integrations

Connected to what you already run.

Five families of connectors - databases, files and storage, streams and queues, APIs and MCP servers - each read and written over one connection, ready the moment you add your credentials. This is the same catalogue you get in the product.

    Security

    Built to be trusted with real work.

    What the platform actually does with your data, and nothing it doesn't.

    • Encrypted in transit

      Every connection runs over HTTPS.

    • Scoped to your organization

      Every request is authenticated, and every query is confined to your organization.

    • Roles per project

      Who can view and who can edit is checked on every project and every run.

    • Your keys stay yours

      Model API keys and connector credentials are encrypted at rest and never sent back to the browser. You own the token bill.

    • Sandboxed code

      Generated code runs in an isolated process that receives only the credentials its step needs.

    • Audited, and yours to delete

      Logs, traces, metrics, lineage and cost for every step. Delete any of it, or export all of it, from Data Controls.

    FAQ

    Questions, answered.

    Can't find what you're looking for? Contact usand we'll get back to you.

    What is Auprimus?

    Harness as a Service. Auprimus delivers automated, audited, long-horizon reasoning: from one instruction it plans every step, runs them across your systems, adapts when something changes, and records everything it does.

    Do I need to write code?

    No. Describe the outcome in plain English and the workflow is planned for you. If you want to, you can read and edit each step's code in the Scripts tab, and a rerun replays that saved code instead of writing it again.

    Which AI models can I use?

    Any provider we support, with your own key on every plan. You can also run open models on your own hardware through Ollama, and choose the model for each step.

    What can Auprimus connect to?

    Five families of connectors: databases and warehouses (PostgreSQL, Snowflake, BigQuery, MongoDB), files and storage (Amazon S3, Google Cloud Storage, SFTP), streams and queues (Kafka, Kinesis, Pub/Sub), APIs (Salesforce, HubSpot, Stripe, Slack) and MCP servers. Each is read and written over the same connection, and your organization's own skills come on top.

    What happens if a step fails?

    Auprimus rewrites that one step and carries on; the rest of the workflow is untouched. A scheduled rerun replays the saved code rather than generating it again.

    How is a run audited?

    Every step has its own logs, traces, metrics, lineage, cost and script, and the run shows its time, tokens and cost live while it works.

    Can it run on a schedule?

    Yes. Put a finished workflow on a recurring schedule, hourly, daily, weekly or monthly, and every run is tracked. Event-driven triggers are coming soon.

    Do you store my data?

    Your runs are stored so you can audit them, and deleted the moment you say so, from Settings → Data Controls or by deleting your account. You can also export everything. Your model keys are yours, and we never train on your content.

    Is it secure?

    Every connection is encrypted, every request is scoped to your organization, access is set per project, model keys and connector credentials are encrypted and never sent back to the browser, and generated code runs sandboxed. Our Data Processing Agreement is published.

    Can I run it in the cloud or self-host?

    Auprimus runs in the cloud today. Models can run on your own hardware through Ollama, so prompts need not reach a model provider. A self-hosted edition is planned for enterprise.

    How fast can I get started?

    Minutes. There is no migration: Auprimus sits on top of the systems you already use.

    How does pricing work?

    Four plans. Standard and Pro are per seat, Team covers 3 seats, and Enterprise is priced with our sales team. Prices are entry prices: usage beyond your plan is metered. Your own LLM key on every plan, and you can cancel anytime.

    Company

    Built for long, complex work.

    01Our Story

    Real work is rarely one question. It is hundreds of steps between an instruction and a result, and all the tools, hand-offs and checks in between. We built Auprimus to carry the whole task: it plans every step, runs it across your systems, and records everything it does.

    02Our Mission

    Make long, complex work faster, cheaper and trusted, with automated, audited, long-horizon reasoning that adapts as it runs and is native to each organization.

    03Our Vision

    Every organization can hand over a whole task, not just a question, and get back a result it can check, step by step.

    Get started

    Your next long, complex task. Faster, cheaper, and trusted.

    Bring your own key, connect your ecosystem, add your organization's skills, then instruct, run and audit. Nothing to build or maintain.

    Cancel anytime · Your keys, your models · Delete your data anytime

    Request a demo