03 / GO AI-NATIVE

AI Integration Consulting

We help your team become AI-native — the workflows, tooling and habits that turn AI from a novelty into a daily multiplier.

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Who it's for

Problems we solve

What you get

How it works

  1. 01

    Discover

    We interview your teams and map how work actually gets done today.

  2. 02

    Prioritize

    We rank opportunities by impact, effort and risk, and agree on success metrics.

  3. 03

    Pilot

    We ship the first automations and tooling with a small group.

  4. 04

    Enable

    Workshops and playbooks so the whole team adopts what works.

  5. 05

    Scale

    We roll out to more teams and keep improving from real usage.

Typical engagement: 3–6 weeks for the first wave, with optional ongoing support afterwards.

Related work

Os↗ github

Oshepherd

Open-source FastAPI service using Celery + Redis to orchestrate multiple Ollama servers as workers. Point any Ollama client at a single endpoint.

open sourcepythonllmops
Dp↗ deeppress.mnemonica.ai

DeepPress

Talk to your sites. A public registry of WordPress, Ghost & Substack sites with Model Context Protocol support — connect AI agents and chatbots to your favorite publishing platforms.

mcpinfraregistry
Pr↗ prompt.mnemonica.ai

Prompt

A focused workspace for crafting, testing and managing prompts — iterate fast and keep your best prompts organized and reusable.

llmtooling

FAQ

When is a company not ready for AI automation?

When the process isn't clearly defined or the data isn't accessible. In that case we start by fixing the workflow itself — automating a broken process just makes it break faster.

Do you work with Spanish-speaking teams?

Yes. We work in English and Spanish, and run workshops in either language.

Do you build custom tools or just recommend them?

Both. We prefer off-the-shelf tools when they fit, and build custom integrations — like MCP servers or internal assistants — when they don't.

How do we measure success?

We agree on a few concrete metrics up front — time saved per workflow, adoption, cycle time — and track them through the pilot.

CONTACT

Ready to make your team AI-native?

Tell us about your team and how you work today. We'll tell you where AI can make the biggest difference first.

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