We design, build, and operate enterprise AI.
Provenance Tags is an AI-native deep-tech consulting and engineering company. We combine frontier AI models with custom software, secure infrastructure, and enterprise integrations to ship production-ready AI systems, autonomous agents, and intelligent automation platforms.
Talk to our intake agent — it scopes your project and hands the brief to a senior engineer. Prefer email? Contact us.
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"studio": "provenance-tags",
"type": "ai-native-deeptech",
"designs_builds_operates": [
"enterprise-ai-systems",
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"stack": ["frontier-models", "custom-software",
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"chain": "concordium-mainnet",
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}We don’t just advise — we ship. The proof is a portfolio of products running in production, on-chain, today.
Four ways we put AI to work.
From a first copilot to a fleet of autonomous agents — designed, built, and operated by a small senior team that uses AI throughout its own workflow.
Enterprise AI systems
01Production-grade AI woven into how your organisation actually operates — not demos, but systems that run.
- RAG & knowledge copilots
- Decision & classification systems
- Evals, guardrails & observability
Autonomous agents & frameworks
02Tool-using, MCP-native agents that do real work — orchestrated in multi-agent frameworks we build and operate.
- MCP servers & tool integrations
- Multi-agent orchestration
- Human-in-the-loop workflows
Intelligent automation platforms
03Orchestration layers that turn manual, multi-step operations into reliable, automated pipelines.
- Workflow & process automation
- Back-office & support automation
- Scheduled & event-driven agents
Secure infrastructure & blockchain
04Secure infra, verifiable data and on-chain settlement — with deep specialism in the Concordium blockchain.
- Smart contracts & DPP
- Identity, ZKP & payments
- Cloud, deploy & ops
Frontier models, engineered into production.
A demo is easy. A system that runs, stays correct, and earns trust is the hard part — that’s what we do. And we operate what we ship.
Agent loops, tool use, orchestration, evals and guardrails around the model. Often the hard part — and the element that actually decides whether a system works.
Claude, GPT and open models, chosen per task. Plus local EU / open-weight models — self-hosted when data sovereignty or independence matters. No lock-in.
Full-stack engineering: web, mobile, backend and data.
Cloud and containers, CI/CD — or on-prem / EU hosting when required; secrets and observability throughout.
Your systems of record, APIs, email and identity.
We build for clients — and for ourselves.
Each is a real product running in production — proof we take deep-tech AI and blockchain ideas from zero to shipped. Most run on Concordium mainnet.
Verifiable systems on Concordium.
Where AI needs trust — provenance, identity, settlement — we reach for the chain. We’re one of the most experienced teams building on Concordium: smart contracts, Digital Product Passports, ZKP identity and stablecoin payments, all in production.
Our flagship, ptagchain.io, runs the full stack — tamper-proof tags, on-chain records and one-tap track & trace — for real supply chains.
AI isn’t a feature we add. It’s how we work.
Most teams bolt AI onto the edges. We build from the model out — and we use frontier AI across our own research, design, engineering, testing and operations. That’s why a small senior team delivers like a much larger one, without cutting the corners that regulated industries can’t afford.
We research, architect, write, test and review with frontier models. A small senior team ships at the pace of a large one — and passes audit.
The same agent frameworks, MCP tools and multi-agent orchestration we deliver to clients run inside our own delivery pipeline.
Every system ships with evaluations, guardrails and observability, so it stays correct in production — not just in the demo.
Claude, GPT, open models — chosen per task and swapped as the frontier moves. No lock-in to a single vendor or model.
“At the intersection of AI, blockchain, and cryptography in regulated industries — turning advanced concepts into systems that ship, scale, and pass audit.”
Have a hard problem for AI to solve?
Whether it’s an enterprise AI system, an autonomous agent platform, or a bespoke deep-tech build — we design, build, and operate it.
Our intake agent runs on the same stack we ship to clients — it scopes your project and hands the brief to a senior engineer.