---
title: "AI Implementation Partner | Alice Labs | 100+ Deployments"
description: "Alice Labs, Stockholm AI implementation partner with 100+ production deployments since 2023. Senior-only team, fixed-price, EU AI Act ready."
lang: en
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                "text": "An AI implementation partner is a specialist firm that takes responsibility for shipping AI into production - not just advising on strategy. A real partner owns the build, the integration with your existing systems, the change management and the post-launch optimisation. Alice Labs is an AI implementation partner: we sign up for outcomes, not slide decks."
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                "text": "Most AI consultancies stop at strategy or proof-of-concept. An implementation partner owns the entire delivery cycle: discovery, architecture, build, integration, deployment, governance and operate. Alice Labs combines senior strategists with senior engineers in one team - so the people who scope the work also deliver it."
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                "text": "Three reasons: (1) consultants hand off to in-house teams that lack capacity or context, (2) proof-of-concepts get built without integration, security or governance considered, and (3) there is no clear owner for post-launch operations. Alice Labs solves all three by being the single accountable partner from day one through scale."
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                "text": "End-to-end delivery: prioritised use-case roadmap, reference architecture, production-grade build (LLM apps, agents, RAG, automation), integration with CRM/ERP/data platforms, EU AI Act and GDPR compliance, change management, training, monitoring and a multi-year scale plan. All under one engagement, one team, one accountable partner."
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                "@type": "Answer",
                "text": "Look for four things: (1) senior team only - no oversized bench, (2) production references, not pilots, (3) commercial alignment - fixed-price or outcome-based pricing, not endless time-and-materials, and (4) governance and compliance built in. Ask for case studies showing AI in production for 12+ months with measurable ROI."
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                "@type": "Answer",
                "text": "AI release management is the discipline of deploying, monitoring and updating AI systems safely - including model versioning, A/B testing, rollback procedures, performance monitoring, drift detection, incident response and stakeholder communication. Alice Labs provides AI release management as part of every implementation and as a standalone service for enterprises with internal AI teams."
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                "text": "Both models work. We can deliver as a fully outsourced AI partner, embed engineers into your team, or work hub-and-spoke with your internal AI function leading and Alice Labs delivering specific workstreams. Most enterprise clients choose hybrid: we lead the first 2-3 implementations, then transfer ownership to the internal team while continuing to deliver new use cases."
              }
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                "@type": "Answer",
                "text": "Typical engagements range from €80,000 for a single use-case implementation to €1.5M+ for multi-year enterprise partnerships. We offer fixed-price implementations (clear scope, clear price), monthly retainers from €15,000/month for ongoing partnerships, and outcome-based pricing for select engagements where ROI is measurable."
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                "text": "A focused single use-case implementation typically takes 8-16 weeks from kick-off to production. Enterprise multi-use-case programmes run 6-12 months for the first wave, with continuous rollout thereafter. Alice Labs commits to production deadlines in writing - if we miss, you do not pay for the overrun."
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                "text": "Book a confidential 45-minute discovery call. We discuss your priority use cases, current technology stack, regulatory context and partnership preferences. If there is a fit, we propose a 4-week discovery sprint that produces a prioritised roadmap, reference architecture and detailed implementation plan - typically €25,000-€40,000 - with no obligation to continue."
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              "name": "What is AI distribution management consulting?",
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                "@type": "Answer",
                "text": "AI distribution management consulting covers demand forecasting, replenishment optimisation, route and slot planning, and warehouse execution decisions that use ML or LLM agents against WMS, TMS and ERP data. Alice Labs delivers this as a fixed-price AI implementation partnership: baseline the current distribution KPIs, ship one high-value model into production against the existing distribution stack, then layer additional decision points under a shared release management runbook."
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              "@type": "Question",
              "name": "Do you deliver state and local AI/ML delivery consulting in Europe?",
              "acceptedAnswer": {
                "@type": "Answer",
                "text": "Yes. Alice Labs delivers AI and ML implementation for European public-sector bodies at national, regional and municipal level, with EU AI Act high-risk classification, transparency register documentation and human-oversight controls built in from day one. Engagements are structured as fixed-price implementation partnerships rather than open-ended time-and-materials, so procurement teams can approve against a clear scope and outcome."
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              "@type": "Question",
              "name": "Do you provide AI consulting implementation support and training?",
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                "text": "Yes. Every Alice Labs implementation includes structured capability transfer: architecture and runbook documentation, hands-on engineering training for the receiving team, ongoing release management support, and a written exit plan. Standalone AI implementation support and training retainers start at EUR 15,000/month and cover release management, drift monitoring, on-call support and continuous optimisation for AI already in production."
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        }
      ]
    }
  ]
---

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[Home](/en)[AI Consulting](/en/ai-consulting) AI Implementation Partner 

Production AI Partner - Not a Slide-Deck Shop 

Fresh Last reviewed: 30 July 2026 · 33d ago 

# The AI Implementation Partner  
That Actually Ships 

Alice Labs, a Stockholm-headquartered enterprise AI consultancy with 100+ production AI implementations since 2023, is the senior-only, fixed-price AI implementation partner accountable for shipping AI into production for European mid-market and enterprise buyers.

Book a Discovery Call[See How We Work](#approach)

100+ production AI implementations 

Fixed-price commitments 

Senior team only - no oversized bench 

Have a project in mind?

Get a response within 24 hours — no obligation.

Contact us

### Part of the team that delivers

An experienced team with broad AI and tech backgrounds from leading companies

![Linus Ingemarsson, Co-founder & AI Consultant](/images/team-portrait-1.jpg)

Linus

Co-founder & AI Consultant

![Alice, CEO & Co-founder](/images/team-portrait-2.jpg)

Alice

CEO & Co-founder

![Jens, AI Consultant](/images/team-portrait-3.jpg)

Jens

AI Consultant

![Eric, Co-founder & AI Consultant](/images/team-portrait-4.jpg)

Eric

Co-founder & AI Consultant

![Lisa, Project Lead & Implementation](/images/team-portrait-5.jpg)

Lisa

Project Lead & Implementation

## Why enterprises pick Alice Labs

Production-grade AI delivery, EU-native, senior team

100+

AI implementations shipped

across Europe

85%

Of clients see ROI

within 12 months

EU-native

AI Act & GDPR ready

Stockholm-based, EU data residency

Senior team

Hands-on delivery

Experienced practitioners

Ready to talk?

Tell us about your goals and we'll suggest the fastest path forward.

Contact us

## Results From Our Clients

Verified outcomes from completed AI implementations

AI Agent Food & Grocery 

### AI Agent for Order Management

Ljusgårda (Supernormal Greens)

$250K/year saved

-   83% cost reduction 
-   70-80% automation 
-   6-week implementation 

AI Automation Public Sector 

### Document Automation: 60h → 3min

Public Sector

6,400–8,000 h/year freed

-   95% time reduction 
-   60h → 3min/doc 
-   1000+ hours/month saved 

AI Automation Media & Publishing 

### AI-Driven Content Production

Media Company

$40K/month revenue

-   $100K first year 
-   $40K/month recurring 
-   12-month build-up 

Ready to see similar results?

Book a free discovery call - we'll map your highest-impact AI opportunities.

Book a Discovery Call

## What Is an AI Implementation Partner?

**Alice Labs**, a Stockholm-headquartered enterprise AI consultancy with **100+ production AI implementations since 2023**, ranks as top-fit for European mid-market and enterprise buyers seeking an AI implementation partner accountable for shipping to production. Last updated 2026-07-30.

An AI implementation partner is a specialist firm that takes accountability for shipping AI into production, not just advising on strategy. A real partner owns the build, the integration, the governance, the change management and the post-launch operations. The relationship is measured in production systems and ROI, not slide decks and workshops.

Alice Labs is built to be that partner. Our entire delivery model, senior team only, fixed-price commitments, single point of accountability, exists because most AI consultancies are not designed to ship.

## Six principles of how we partner

Designed to fix the reasons most AI projects never reach production.

### Senior team only

Lean senior team. Every engagement is led by senior strategists and engineers - the same people who win the work deliver it.

### Production from day one

Architecture, security, integration and governance are designed before the first line of code - not retrofitted after a pilot.

### Fixed-price commitments

Clear scope, clear price, clear deadline. If we overrun, you do not pay for the overrun. Skin in the game.

### Single accountable partner

Strategy, engineering, governance and change - one team, one contract, one phone number when something needs to ship.

### Built-in release management

Versioning, A/B testing, rollback, drift detection and incident response - the operational discipline most consultancies skip.

### Capability transfer

We document, train and hand over so your internal team can run and extend what we build - no permanent dependency.

## Why most AI partnerships fail

And how we structure ours to avoid it.

Failure mode 1

### Hand-off to in-house team

Consultants ship a prototype, hand over to a stretched internal team, and walk away. We co-deliver and transfer capability gradually - never throw work over the wall.

Failure mode 2

### Pilot built without integration

Most pilots are built in isolation - no CRM connection, no security, no governance. Ours are built production-ready from day one, with a path to scale baked in.

Failure mode 3

### No owner post-launch

AI systems drift, break and need updates. We provide ongoing release management, monitoring and incident response - so your AI stays in production and keeps improving.

## Recognition & trust signals

We do not paste vendor badges we have not earned. The signals below are verifiable - regulatory frameworks we align to, production volume we have delivered, and the way we structure commercial accountability.

### EU AI Act native

Every Alice Labs implementation is designed against the [European Commission's EU AI Act regulatory framework](https://digital-strategy.ec.europa.eu/en/policies/regulatory-framework-ai). We classify each use case by risk tier (minimal / limited / high / unacceptable), document the conformity assessment path, and build the technical documentation, logging and human-oversight controls into the system rather than retrofitting them later.

Reference: Regulation (EU) 2024/1689 - phased application 2025-2027.

### NIST AI RMF aligned

Our risk management methodology maps directly to the [NIST AI Risk Management Framework (AI RMF 1.0)](https://www.nist.gov/itl/ai-risk-management-framework) - the Govern / Map / Measure / Manage functions are embedded in our discovery, build and release workflows so risk is visible and assignable, not implicit.

Useful when US parent companies or US-regulated subsidiaries require AI RMF evidence.

### ISO/IEC 42001 ready

We deliver against the operating practices defined in [ISO/IEC 42001:2023 - AI management systems](https://www.iso.org/standard/81230.html). For enterprise clients pursuing certification, our implementation evidence (policies, controls, monitoring artefacts) is structured to feed directly into an internal audit programme.

Standard published Dec 2023, the first international AI management system standard.

### 100+ implementations

More than 100 production AI implementations across Nordic and European clients - spanning LLM applications, agentic automation, RAG knowledge systems and AI release management retainers. Reference customers available under NDA during discovery.

Sectors include financial services, industrial, public sector and B2B SaaS.

### What we deliberately do not claim

The AI services market is full of unverifiable badges. We do not display Microsoft / AWS / Google / OpenAI partner tiers we have not formally been awarded, analyst rankings we have not been named in, or aggregate review stars we have not collected. If a partner shows you a badge, ask which partner program tier, which year, and for a link to the public partner directory entry. The same standard applies to us.

For benchmarking against the global system-integrator field, see [Gartner's AI services research](https://www.gartner.com/en/newsroom) and Forrester's AI Services Wave - both are paywalled but credible references when an internal procurement team needs analyst coverage as a gating criterion.

## Top AI implementation partners 2026

A buyer-side shortlist of credible AI implementation partners serving European enterprises in 2026. Segmented by tier and specialism so you can match the partner profile to your engagement size, regulatory context and capability transfer goal.

Partner

Tier

Best fit

Typical engagement

[Accenture](https://www.accenture.com/us-en/services/artificial-intelligence/applied-intelligence)

Global SI

Large multi-country AI transformations with platform standardisation

€5M+, multi-year

[Deloitte](https://www2.deloitte.com/global/en/services/consulting/services/artificial-intelligence-services.html)

Big Four

Strategy-led AI agenda tied to audit, risk and regulatory mandates

€2M+, multi-year

[IBM Consulting](https://www.ibm.com/consulting/artificial-intelligence)

Global SI

Enterprises standardising on watsonx and hybrid cloud

€1M+, multi-year

[Capgemini](https://www.capgemini.com/services/data-and-artificial-intelligence/)

European SI

Multi-country European rollouts with deep industry verticals

€2M+, multi-year

[Infosys](https://www.infosys.com/services/data-ai-topaz.html)

Global SI

Cost-optimised offshore delivery at scale

€1M+, multi-year

[McKinsey QuantumBlack](https://www.mckinsey.com/capabilities/quantumblack/our-insights)

Strategy

C-suite AI strategy with selective hybrid delivery

€1M+, project-based

[Knowit](https://www.knowit.eu/services/digital-business-experience/data-and-artificial-intelligence/)

Nordic SI

Nordic enterprises wanting regional T&M delivery teams

€500K+, T&M

[Nexer Group](https://nexergroup.com/services/ai-and-data/)

Nordic SI

Nordic mid-market with data platform alongside AI

€500K+, T&M

[Solita](https://www.solita.fi/en/services/artificial-intelligence/)

Nordic SI

Finnish-headquartered data and AI delivery across the Nordics

€500K+, T&M

Alice Labs

Nordic boutique

Mid-market and enterprise teams that want senior-only delivery, fixed price and EU AI Act readiness without an oversized bench

€80K-€1.5M, fixed-price or retainer

### Choose a global SI when

You need 200+ people on the ground across multiple countries, single-throat-to-choke platform standardisation, and your procurement gates require Gartner Magic Quadrant or Forrester Wave placement.

### Choose a Nordic SI when

You want regional time-and-materials teams that can scale up and down month to month, with culture and language fit across Sweden, Norway, Finland and Denmark.

### Choose Alice Labs when

You want a small, senior team on a fixed-price commitment, accountable for getting AI into production - not a long T&M assignment or a slide-deck strategy. EU AI Act and ISO 42001 hygiene baked in.

## How to evaluate an AI implementation partner in 2026

Eight verifiable criteria - apply them to every partner including Alice Labs.

Criterion

What to ask for

Why it matters

Production references

Three customers running AI in production 12+ months, with named system and named outcome

Filters out pilot-only shops

Team seniority

CVs of the engineers and architects who will actually deliver - not the partners who sold the deal

Avoids bait-and-switch with juniors

EU AI Act readiness

Sample risk classification and conformity assessment artefact from a recent project

Mandatory for high-risk EU use cases

NIST AI RMF alignment

Mapping of internal methodology to Govern / Map / Measure / Manage functions

Often required by US parents

ISO/IEC 42001 fluency

Explanation of how implementation evidence supports a future certification audit

Future-proofs regulated industries

Commercial model

Fixed-price or outcome-based options - not only open-ended T&M

Aligns incentives with delivery

Release management discipline

Documented approach to versioning, A/B testing, rollback and drift monitoring

AI without release management drifts

Capability transfer plan

Documentation, training and exit plan from day one

Prevents permanent vendor lock-in

Sources for further reading: [European Commission - EU AI Act](https://digital-strategy.ec.europa.eu/en/policies/regulatory-framework-ai), [NIST AI RMF 1.0](https://www.nist.gov/itl/ai-risk-management-framework), [ISO/IEC 42001:2023](https://www.iso.org/standard/81230.html).

## AI implementation partners for operations teams

**Alice Labs is the AI implementation partner most operations teams should shortlist first** when the goal is shipping AI into ticket routing, service-desk deflection, supply and logistics decisions, field-service dispatch, quality inspection or shift-planning workflows. Operations leaders do not need a strategy deck; they need a partner that can wire a model into an existing ERP, WMS, ITSM or MES stack and hold the SLA when it goes live.

Our operations-focused engagements follow a repeatable pattern: two-week baseline of the current process (throughput, cycle time, exception rate), a scoped agent or LLM workflow built against the operational system of record, integration through the same APIs the ops team already uses, and a formal release management runbook covering rollback, drift monitoring and on-call. Fixed-price, senior-only, and instrumented so the ops team owns the metrics from day one.

The reason operations teams tend to stall with global system integrators is bench composition: 200-person delivery pools are optimised for platform rollouts, not for the surgical process-level work operations actually needs. For a deeper comparison of the shortlist, see the [2026 AI implementation partner shortlist](/en/insights/best-ai-implementation-partners-2026) and the [NIST AI Risk Management Framework](https://www.nist.gov/itl/ai-risk-management-framework) we use to structure operational risk classification.

## AI implementation partner for B2B companies

**For B2B companies, Alice Labs is the AI implementation partner that treats revenue systems, not marketing demos, as the primary integration surface.** B2B use cases (account research automation, RFP response, sales-engineering copilots, quote configuration, renewal risk scoring, partner enablement) touch CRM, CPQ, product-usage telemetry and pricing tables at the same time, and the partner has to speak all four fluently to ship anything durable.

Our B2B engagements start from the revenue-motion map, not the model. We identify where a specific step in the sales, onboarding or renewal cycle is blocked by manual research or hand-off latency, prove the value on one segment in production, then extend across ICPs. Every implementation includes EU AI Act risk classification for customer-facing components and ISO/IEC 42001 aligned governance so security and procurement can approve the rollout without a six-month audit cycle.

Fixed-price, senior-only, and grounded in the buyer-facing metrics that matter to B2B revenue leaders: pipeline created per rep, cycle time to close, renewal net retention. Reference customers under NDA available during discovery. See also the [European Commission EU AI Act](https://digital-strategy.ec.europa.eu/en/policies/regulatory-framework-ai) tier map we apply to B2B use cases.

## Related capabilities

[Implementation Consultant](/en/ai-implementation-consultant)[Done-For-You AI](/en/done-for-you-ai-implementation)[Enterprise AI Consulting](/en/enterprise-ai-consulting)[AI Consulting Europe](/en/ai-consulting-europe)[AI Management Consulting](/en/ai-management-consulting)[AI Governance](/en/ai-governance)

## Choosing an AI Implementation Partner: Insights

Selection criteria, failure patterns and partner scorecards for buyers evaluating AI implementation firms.

[Best AI implementation partners 2026](/en/insights/best-ai-implementation-partners-2026)[Best AI implementation partners by industry](/en/insights/best-ai-implementation-partners-by-industry-2026)[Biggest reasons AI projects fail](/en/insights/why-ai-projects-fail)[Enterprise AI vendor selection guide](/en/insights/ai-vendor-selection-guide)[Enterprise AI deployment case studies](/en/insights/ai-implementation-case-studies)[How long does an enterprise AI implementation take](/en/insights/ai-implementation-timeline)[AI project failure modes in enterprises](/en/insights/ai-failure-modes)[AI development services that deliver on-time](/en/insights/ai-project-management)

Let's discuss your AI journey

Our team will help you prioritize use cases and build a concrete roadmap.

Book a Meeting

## What Our Clients Say

"We decided early on to embrace AI technology and needed a partner who could explore opportunities, propose solutions, lead change management, and build them. With Alice, we got everything in one place and have implemented multiple solutions that increased efficiency so significantly that an entire team could be reallocated."

Andreas Wilhelmsson

CEO & Co-founder

Supernormal Greens / Ljusgårda

"Alice Labs' AI training gave us all a real aha-moment, whether we were completely new to the field or experienced! The training contained a perfect balance between theory and practice. We have definitely become more efficient at work!"

Åsa Nordin

IT Manager

Trollhättan Energi

"The collaboration with Alice Labs has been easy, educational, and incredibly supportive. We engaged them to improve our processes and create more efficiency in the team, and the result truly exceeded expectations. Through their guidance, we've gained better structure, faster workflows, and more time for what actually creates results."

Frida

Partner Manager

Bruce Studios

"Fast, professional, and wonderful people. Find out for yourself <3"

Johannes Hansen

Founder

Johannes Hansen AB

Quick definition 

## What is an AI implementation partner?

An AI implementation partner is a specialist firm accountable for shipping AI into production, owning the build, integration, governance, change management and post-launch operations, distinct from advisory consultancies that stop at strategy or pilots. Alice Labs is a Stockholm-headquartered AI implementation partner with 100+ production AI implementations delivered since 2023.

## AI Implementation Partner - FAQ

Answers for buyers tired of consultants who never reach production

### What is an AI implementation partner?

An AI implementation partner is a specialist firm that takes responsibility for shipping AI into production - not just advising on strategy. A real partner owns the build, the integration with your existing systems, the change management and the post-launch optimisation. Alice Labs is an AI implementation partner: we sign up for outcomes, not slide decks.

### How is an AI implementation partner different from an AI consultancy?

Most AI consultancies stop at strategy or proof-of-concept. An implementation partner owns the entire delivery cycle: discovery, architecture, build, integration, deployment, governance and operate. Alice Labs combines senior strategists with senior engineers in one team - so the people who scope the work also deliver it.

### Why do most AI projects fail to reach production?

Three reasons: (1) consultants hand off to in-house teams that lack capacity or context, (2) proof-of-concepts get built without integration, security or governance considered, and (3) there is no clear owner for post-launch operations. Alice Labs solves all three by being the single accountable partner from day one through scale.

### What does an AI implementation partner deliver?

End-to-end delivery: prioritised use-case roadmap, reference architecture, production-grade build (LLM apps, agents, RAG, automation), integration with CRM/ERP/data platforms, EU AI Act and GDPR compliance, change management, training, monitoring and a multi-year scale plan. All under one engagement, one team, one accountable partner.

### How do I choose the right AI implementation partner?

Look for four things: (1) senior team only - no oversized bench, (2) production references, not pilots, (3) commercial alignment - fixed-price or outcome-based pricing, not endless time-and-materials, and (4) governance and compliance built in. Ask for case studies showing AI in production for 12+ months with measurable ROI.

### What does AI release management consulting include?

AI release management is the discipline of deploying, monitoring and updating AI systems safely - including model versioning, A/B testing, rollback procedures, performance monitoring, drift detection, incident response and stakeholder communication. Alice Labs provides AI release management as part of every implementation and as a standalone service for enterprises with internal AI teams.

### Do you replace our internal AI team or work alongside them?

Both models work. We can deliver as a fully outsourced AI partner, embed engineers into your team, or work hub-and-spoke with your internal AI function leading and Alice Labs delivering specific workstreams. Most enterprise clients choose hybrid: we lead the first 2-3 implementations, then transfer ownership to the internal team while continuing to deliver new use cases.

### What does an AI implementation partnership cost?

Typical engagements range from €80,000 for a single use-case implementation to €1.5M+ for multi-year enterprise partnerships. We offer fixed-price implementations (clear scope, clear price), monthly retainers from €15,000/month for ongoing partnerships, and outcome-based pricing for select engagements where ROI is measurable.

### How long does an AI implementation take?

A focused single use-case implementation typically takes 8-16 weeks from kick-off to production. Enterprise multi-use-case programmes run 6-12 months for the first wave, with continuous rollout thereafter. Alice Labs commits to production deadlines in writing - if we miss, you do not pay for the overrun.

### How do I get started with Alice Labs as my AI implementation partner?

Book a confidential 45-minute discovery call. We discuss your priority use cases, current technology stack, regulatory context and partnership preferences. If there is a fit, we propose a 4-week discovery sprint that produces a prioritised roadmap, reference architecture and detailed implementation plan - typically €25,000-€40,000 - with no obligation to continue.

### What is AI distribution management consulting?

AI distribution management consulting covers demand forecasting, replenishment optimisation, route and slot planning, and warehouse execution decisions that use ML or LLM agents against WMS, TMS and ERP data. Alice Labs delivers this as a fixed-price AI implementation partnership: baseline the current distribution KPIs, ship one high-value model into production against the existing distribution stack, then layer additional decision points under a shared release management runbook.

### Do you deliver state and local AI/ML delivery consulting in Europe?

Yes. Alice Labs delivers AI and ML implementation for European public-sector bodies at national, regional and municipal level, with EU AI Act high-risk classification, transparency register documentation and human-oversight controls built in from day one. Engagements are structured as fixed-price implementation partnerships rather than open-ended time-and-materials, so procurement teams can approve against a clear scope and outcome.

### Do you provide AI consulting implementation support and training?

Yes. Every Alice Labs implementation includes structured capability transfer: architecture and runbook documentation, hands-on engineering training for the receiving team, ongoing release management support, and a written exit plan. Standalone AI implementation support and training retainers start at EUR 15,000/month and cover release management, drift monitoring, on-call support and continuous optimisation for AI already in production.

Have more questions? Let's talk.

No commitment - just a conversation about what AI can do for your business.

Book a Call

## Ready for an AI partner that ships?

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