AI Agent Development Services We Offer in Stockholm
Stockholm enterprises buy AI agents to do real work, not to produce demo videos. Klarna's deployment displaced a measurable cost line and the company published the operating numbers, which has reset local expectations. Our agent services follow that bar. We build customer service and support agents on OpenAI Assistants, Claude tool use, and LangGraph with full conversation logging and human handoff; sales and revenue agents that draft follow-ups, qualify leads, and update Salesforce or HubSpot; internal copilots for legal, finance, and procurement with retrieval over SharePoint, Confluence, and Google Drive; and operational agents for incident triage, log analysis, and ITSM workflows. Every agent ships with an evaluation harness, prompt injection defences (input validation, system prompt protection, output filtering), and a documented EU AI Act risk classification.
Our AI Agent Development Development Process
We run a five-week build cycle that maps to Stockholm enterprise governance. Week 1 is discovery: agent scope, EU AI Act classification (most customer service agents are limited-risk; HR and credit are high-risk), GDPR data inventory under IMY rules, and a tool inventory mapping every external API the agent will call. Week 2 to 3 is build: prompt engineering, retrieval pipeline if applicable, tool schemas, and an evaluation harness with at least 100 test cases reviewed by the client. Week 4 is hardening: red team for prompt injection, rate limit and cost guardrails, monitoring on Langfuse, Helicone, or Arize, and human handoff design. Week 5 is shadow deployment, A/B testing against existing flows, and gradual rollout with rollback. Weekly standups run 10:00 CET. All pricing is fixed-fee in SEK with milestone deliverables.
Process Discovery
1-2 WeeksWe sit with the people doing the work in {city} and record the real process — including the exceptions they handle by instinct, which are exactly what kill naive automations.
Tool Surface Design
1-2 WeeksEvery system the agent touches gets a typed, permission-scoped tool with its own rate limit and rollback path. The agent gets a narrow set of verbs, never raw admin access.
Build & Evaluate
3-6 WeeksThe agent is built alongside its evaluation suite from day one, using real tasks from your business with verified outcomes. Every change is scored before it ships.
Shadow Mode
2-3 WeeksThe agent runs against live traffic but commits nothing. We compare its proposed actions to what your team actually did and tune until agreement is high enough to trust.
Staged Autonomy & Run
OngoingAutonomy is released by risk band — reversible actions first, irreversible ones keeping a permanent human gate. Then we monitor completion rate, escalations, latency and spend.
Technologies We Use for AI Agent Development
Default LLM choice for Stockholm clients depends on data residency and EU AI Act posture. For high-risk or sensitive workloads we use Azure OpenAI in Sweden Central (Gävle) or Sweden South (Sandviken), AWS Bedrock with Claude in eu-central-1 (Frankfurt, no Bedrock in Stockholm yet), or self-hosted Llama 3, Mistral, and Qwen on GPU clusters in AWS eu-north-1 (Stockholm). For lower-risk consumer agents we use OpenAI or Anthropic APIs directly with EU data processing addenda. Orchestration runs on LangGraph, LlamaIndex, or custom Python on FastAPI behind Cloudflare Workers. Vector storage on pgvector (Postgres), Weaviate, or Pinecone with EU residency. Observability on Langfuse (open source, self-hostable in Stockholm), Helicone, or Arize. Evaluation through Promptfoo, Ragas, and DeepEval, with red-team suites for prompt injection and jailbreak resistance.
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