# Adopt Intelligence > Enterprise AI partner and AI-first product studio. We close the gap between an AI demo and a dependable production system: assessment, prototype, production system - built alongside your team, then handed over with the training to run it. We are also the studio behind three products: Lyhnis, a workflow and agent execution platform; ACTLAS, a compliance-intelligence platform that reasons over regulation as a typed knowledge graph; and Personode, a candidate intelligence layer that turns an existing recruitment stack into a living knowledge graph. Founded 2024. Remote-first, serving clients worldwide. Founder and AI Innovation Lead: Dr. Miodrag Cekikj. Contact: hai@adoptintelligence.com Key facts: - 10x faster to a testable prototype, using custom agentic networks - Coverage across the full SDLC, from ideation through evolution - Three products shipped from the practice: Lyhnis (https://lyhnis.com), ACTLAS (https://actlas.adoptintelligence.com) and Personode (https://personode.adoptintelligence.com) ## How we work Four stages. A client can enter at any one of them. - [Stage 01 - Assess](https://adoptintelligence.com/#path): Two to four weeks inside your product and processes. Map where intelligence actually pays, model the ROI, design the architecture (cloud-native, hybrid or on-prem), and say plainly which ideas to drop. - [Stage 02 - Prototype](https://adoptintelligence.com/#path): Something real in your hands in days, not quarters. Agentic networks and pre-built components compress prototyping; market-fit answers come from real usage before the big spend. - [Stage 03 - Build](https://adoptintelligence.com/#path): Production systems built alongside your engineers. Custom AI in the product you already have, microservices and APIs, monitoring, performance work, legacy modernisation. - [Stage 04 - Adopt](https://adoptintelligence.com/#path): Enablement written three ways, for engineering, product and sales, plus positioning support and ongoing technical guidance. We are finished when you no longer need us. ## Services Six ways to get involved. Most engagements start with one and grow into the others. - [AI Assessment & Strategy](https://adoptintelligence.com/#services): Readiness evaluation of your products and estate, cloud-native or on-prem architecture design, ROI modelling, and a stack recommendation you can defend to a board. - [Rapid Prototyping & Market Fit](https://adoptintelligence.com/#services): Custom agentic networks and modular pre-built components take prototypes from weeks to days, with agents contributing across planning, build, test and deploy. - [AI Integration & Development](https://adoptintelligence.com/#services): Custom AI built into an existing product - microservices and APIs, performance and monitoring, legacy modernisation that does not stop the business. - [Workflow Optimisation](https://adoptintelligence.com/#services): Process analysis, bottleneck identification, then automation that removes work rather than adding a dashboard nobody opens. - [Mentorship & Enablement](https://adoptintelligence.com/#services): Engineering, product and sales each need a different version of the same story. We write all three and stay on call. - [Partnership, Not Vendorship](https://adoptintelligence.com/#services): Embedded delivery from concept to market, with incentives aligned to the product shipping. ## Deep expertise - Generative AI and knowledge systems: RAG done properly - advanced retrieval across single and multi-index solutions, hybrid Graph RAG with natural-language-to-SQL, semantic search, vector databases, embeddings, knowledge graphs, and evaluation you can trust. - Autonomous systems: agents that reason, learn and act - single and multi-agent architectures, orchestration and coordination design, decision systems, tool boundaries that keep autonomy useful and safe. ## Lyhnis - our product - [Lyhnis](https://lyhnis.com): One execution layer for workflows, agents and the people who sign off on them. Author on a visual canvas, in JSON or in Python. Pause for a human - four minutes or four weeks - and resume exactly where you stopped, with the whole run signed. Bidirectional Model Context Protocol: agents call your workflows, workflows call agents. Insert-only, cryptographically signed audit ledger. SOC 2 Type II and HIPAA, SSO via SAML and OIDC, MFA, per-tenant isolation. 70+ pre-built activities across OCR, LLM, HTTP, database and SaaS. ## ACTLAS - our product - [ACTLAS](https://actlas.adoptintelligence.com): A compliance-intelligence platform that turns dense regulation - the EU AI Act and GDPR today, with NIS2 and DORA in preparation - into a typed knowledge graph, then reasons over it with an agent. It classifies a system, derives the obligations that attach, and hands back the exact reasoning path (feature to regime to obligation) with every claim grounded in cited, verbatim source. A spec linter overlays a system onto the law and surfaces obligation coverage gaps. Provenance-first: verbatim law is kept distinct from the editorial layer, and it never concludes "compliant" - it assembles the evidence and leaves the verdict to a human. Runs on-premises; bring your own model provider. ## Personode - our product - [Personode](https://personode.adoptintelligence.com): A plug and play candidate intelligence layer for an existing ATS, CV database or recruitment workflow. It builds a living candidate graph whose typed relations carry skill level, years and recency - so the person with four years of Kubernetes on Azure surfaces for an Azure role even when the CV never says the word. An agent answers recruiter questions by fusing graph traversal with a semantic layer and returns the full trace: every tool call, its timing, its tokens, and a plain-language note on how the answer was made. Team-fit clustering turns interview impressions and CV signals into behavioural embeddings, revealing which working styles gel. Deploys on-premises, in the cloud, or both, with local or hosted models; the ATS stays the system of record. ## Learning - [AI Upskilling](https://upskilling.adoptintelligence.com): Expert-led, hands-on modules for developers, architects and enterprise teams. Modules: RAG Systems (Azure and open-source knowledge systems), AI Agents (design and orchestrate autonomous systems), AI Tooling (the SDLC accelerated), AI for Marketing Teams, AI in Sales, plus tailored one-to-one programmes. ## Founder - [Dr. Miodrag Cekikj](https://www.linkedin.com/in/miodragcekikj/): Founder and AI Innovation Lead. Speaks on enterprise AI, multi-agent systems and applied AI delivery at conferences across Europe, including DSC Europe, Velocity, WeTalkData and WhatTheStack. ## Optional - [Full site content](https://adoptintelligence.com/llms-full.txt): Every page section as plain text, in one file. - [Company LinkedIn](https://www.linkedin.com/company/adopt-intelligence/) - [Sitemap](https://adoptintelligence.com/sitemap.xml)