# Adopt Intelligence - full site content > Source: https://adoptintelligence.com > Last updated: 2026-07-31 > Licence: content may be quoted with attribution to Adopt Intelligence. > Contact: hai@adoptintelligence.com Adopt Intelligence is an enterprise AI partner and AI-first product studio. Founded 2024. Remote-first, serving clients worldwide. Founder and AI Innovation Lead: Dr. Miodrag Cekikj. --- ## Positioning Most AI projects die in the gap between demo and dependable. We close it. Assessment, prototype, production system - built with your team, not handed over the wall. Then we hand you the keys and teach your people to drive. At a glance: - 10x faster to a testable prototype - Full SDLC coverage, ideation through evolution - 3 products shipped from this practice: Lyhnis, ACTLAS and Personode --- ## The path - four stages, enter at any one ### Stage 01 - Assess An honest read on what AI can and cannot do for you. Two to four weeks inside your product and processes. We map where intelligence actually pays, model the ROI, design the architecture - cloud-native, hybrid or on-prem - and tell you plainly which ideas to drop. - Enterprise AI readiness evaluation - Cloud-native and hybrid architecture design - ROI modelling and business case - Technology stack recommendation ### Stage 02 - Prototype Something real in your hands in days, not quarters. Our agentic networks and pre-built components compress prototyping from weeks to days. You get a working thing to put in front of users, and data-driven answers on market fit before the big spend. - Custom agentic networks per problem domain - Modular, pre-built AI building blocks - Agents contributing across the full SDLC - Market-fit analysis from real usage ### Stage 03 - Build Production systems, built alongside your engineers. Custom AI integrated into the product you already have: microservices and APIs, monitoring, performance work, legacy modernisation - and the workflow automation that removes work instead of adding dashboards. - Custom AI solution development - Microservices and API architecture - Performance optimisation and monitoring - Legacy system modernisation ### Stage 04 - Adopt We are only finished when you do not need us. Enablement written three ways - for engineering, for product, for sales - plus positioning support and a line to us when something surprises you. Deeper programmes live on the upskilling subdomain. - Personalised training programmes - Sales team AI enablement - Market positioning strategy - Ongoing technical support --- ## Services - six ways in, one map Every route connects to the same thing: your product. Most engagements start with one and grow into the others. ### 01 Assess - AI Assessment & Strategy Where most engagements start. 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. Tags: readiness, architecture, ROI model, stack selection ### 02 Prototype - Rapid Prototyping & Market Fit Weeks to days. Custom agentic networks and pre-built modular components take prototypes from weeks to days, with agents contributing across planning, build, test and deploy. Tags: agentic networks, modular blocks, full-SDLC agents, market fit ### 03 Integrate - AI Integration & Development Into the product you have. Custom AI built into the product you already have - microservices and APIs, performance and monitoring, legacy modernisation that does not stop the business. Tags: custom build, APIs, monitoring, modernisation ### 04 Optimise - Workflow Optimisation Remove work, do not add dashboards. Process analysis, bottleneck hunting, then automation that removes work rather than adding a dashboard nobody opens. Measured, not asserted. Tags: process analysis, automation, real-time analytics ### 05 Enable - Mentorship & Enablement Until you do not need us. Engineering, product and sales all need a different version of the same story. We write all three, and stay on call while your team finds its footing. Tags: training, sales enablement, positioning ### 06 Partner - Partnership, Not Vendorship Shared risk, shared upside. We embed with your team from concept to market with incentives aligned to the product shipping - shared risk, shared upside, one roadmap. Tags: embedded teams, shared incentives, concept to market --- ## Deep expertise ### Generative AI and knowledge RAG done properly: advanced retrieval across single and multi-index solutions, hybrid Graph RAG with natural-language-to-SQL, semantic search, and evaluation you can trust. Areas: RAG, knowledge graphs, LLM integration, Graph RAG, NL to SQL, semantic search, vector databases, embeddings. ### Autonomous systems Agents that reason, learn and act: single and multi-agent architectures, orchestration and coordination design, and tool boundaries that keep autonomy useful and safe. Areas: AI agents, multi-agent systems, orchestration, coordination, agentic networks, decision systems, tool design, autonomous workflows. --- ## Lyhnis - the product Website: https://lyhnis.com Built and operated by Adopt Intelligence. We built the platform we kept wishing existed. Lyhnis is one execution layer for workflows, agents and the people who sign off on them. Author on a canvas or in Python, pause for a human - four minutes or four weeks - and resume exactly where you stopped, with the whole run signed. Every client engagement taught us the same lesson: the hard part is not the model, it is the gap between the machine finishing and the human deciding. Lyhnis is that lesson, productised. Capabilities: - Python and visual authoring. Canvas, JSON or code - three renderings of one graph. - MCP in both directions. Agents call your workflows; workflows call agents. - Durable human-in-the-loop. A pause is state, not a sleeping thread. - Audit by construction. Insert-only, signed, exportable. Platform detail: - 70+ pre-built activities across OCR, AI/LLM, HTTP, database and SaaS categories - Decision branches evaluated top to bottom, authored as rules or Jinja expressions - Human approval steps with assignee by role or specific user, configurable timeout (1h to 7d or custom), and on-timeout behaviour (auto-approve, auto-reject or fail the workflow) - Approvals answered from Slack, Teams, email or a magic link - Agent runs bounded by iteration, token, wall-clock and cost budgets - Insert-only cryptographically signed audit ledger, with file lineage and delivery tracking - Observability: job volume, success rate, P95 latency, worker health - Security and compliance: SOC 2 Type II, HIPAA, SSO via SAML and OIDC, MFA, per-tenant isolation --- ## ACTLAS - the product Website: https://actlas.adoptintelligence.com Built and operated by Adopt Intelligence. The EU AI Act, as a graph an agent can reason over. ACTLAS turns dense regulation - the EU AI Act and GDPR today, with NIS2 and DORA in preparation - into a typed knowledge graph, then lets an agent reason over it. It classifies a system, derives the obligations that attach, and hands back the exact path it walked - feature to regime to obligation - with every claim grounded in cited, verbatim source. The same lesson every engagement taught us, productised: the model was rarely the bottleneck; the representation was. Capabilities: - Typed legal knowledge graph. Every cross-reference is a directed, trust-labelled edge. - Agentic reasoning, shown. The classification, the obligations and the reasoning path handed back for inspection. - Spec linter. Overlay a system onto the law and see the obligations nothing in the design yet covers. - Provenance-first. Verbatim law is kept distinct from the editorial layer - evidence, never a verdict. Guardrail: - It never concludes "compliant". ACTLAS assembles the evidence and shows the path; the legal conclusion stays with a human. Decision support, not legal advice. Platform detail: - Coverage across two frameworks in one graph language: Regulation (EU) 2024/1689 (AI Act) and Regulation (EU) 2016/679 (GDPR); NIS2 and DORA are in preparation. - Runs on-premises, inside your perimeter - no regulated material leaves your network. - Bring your own model provider (Azure OpenAI, OpenAI, Anthropic and others); one active provider serves every interaction, with cost and latency monitored. --- ## Personode - the product Website: https://personode.adoptintelligence.com Built and operated by Adopt Intelligence. The intelligence layer your recruitment stack is missing. Personode is a plug and play candidate intelligence layer that sits on top of an existing ATS, CV database or hiring workflow and turns it into a living knowledge graph. It reads a CV the way a good recruiter does - not which words appear, but how strong each skill is, for how many years, and how recently it was used - and it knows which technologies belong together, so the person with four years of Kubernetes on Azure surfaces for an Azure role even when the CV never says the word. The lesson it productises: the data was always there; nothing could ask it properly. Capabilities: - A living candidate graph. Typed relations carry skill level, years and recency - not keywords. Every new CV enriches the picture; every removal is respected. - Answers that show their work. The agent fuses 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 from behaviour. Interview impressions and CV signals become behavioural embeddings; clusters reveal which working styles gel, and a new CV lands visibly where it belongs. - An engine, not another system. The ATS and CV store stay the system of record; Personode drops in as a component. Platform detail: - Hybrid ranking: graph and semantic scores combined, with the breakdown attached - Hard filters alongside reasoning (language level, availability windows) - Deploys on-premises, in the cloud, or both, with local or hosted models - Demos run on synthetic profiles; client data never leaves the perimeter --- ## Learning ### AI Upskilling https://upskilling.adoptintelligence.com Expert-led, hands-on modules for developers, architects and enterprises. Frameworks and stack flex to your reality. - M1 RAG Systems - Azure and open-source knowledge systems - M2 AI Agents - design and orchestrate autonomous systems - M3 AI Tooling - the SDLC, accelerated - M4 AI for Marketing Teams - campaigns, content and analysis that ship - M5 AI in Sales - qualification, outreach and pipeline hygiene - 1:1 Tailored programmes - individuals and enterprise teams Teach a team properly and you work yourself out of a job. Which is rather the point. --- ## Founder Dr. Miodrag Cekikj - Founder and AI Innovation Lead LinkedIn: https://www.linkedin.com/in/miodragcekikj/ "I've spent years watching brilliant products die in the gap between what AI can do and what users actually need. That gap isn't technical - it's vision." We don't just advise, we build with you. Every product has untapped intelligence waiting to be unlocked. My job is to co-create it, ship it, and help you own the market before someone else does. Speaking: conference keynotes, enterprise workshops and technical communities across Europe - DSC Europe, Velocity, WeTalkData, WhatTheStack and more. --- ## Contact Tell us what's stuck. One conversation, no deck. If we're not the right partner we'll say so and point you at who is. Email: hai@adoptintelligence.com Company LinkedIn: https://www.linkedin.com/company/adopt-intelligence/ Founder LinkedIn: https://www.linkedin.com/in/miodragcekikj/ Products: https://lyhnis.com · https://actlas.adoptintelligence.com · https://personode.adoptintelligence.com Training: https://upskilling.adoptintelligence.com --- ## Frequently asked **What does Adopt Intelligence do?** An enterprise AI partner and AI-first product studio. It takes organisations from AI assessment through rapid prototyping to production systems, then enables their teams to run those systems independently. It is also the studio behind three products: Lyhnis, ACTLAS and Personode. **What is Lyhnis?** An AI-native workflow execution platform built by Adopt Intelligence. It unifies automation, agent orchestration and human approval in one audited system. **What is ACTLAS?** A regulatory intelligence product. It rebuilds the EU AI Act and GDPR as typed knowledge graphs an agent can reason over: classification, obligations, spec linting and evidence - always cited, never a bare verdict of "compliant". **What is Personode?** A candidate intelligence layer for recruitment stacks. It builds a living candidate graph over an existing ATS or CV database, answers recruiter questions with the full agent trace attached, and clusters working styles for team fit. **What are agentic networks?** Systems of AI agents that coordinate autonomously to accomplish complex tasks. Adopt Intelligence uses custom-tailored agentic networks to compress prototype development from weeks to days. **What is RAG and how does Adopt Intelligence use it?** Retrieval-Augmented Generation combines large language models with external knowledge retrieval. Adopt Intelligence specialises in advanced retrieval across single and multi-index solutions, hybrid Graph RAG, natural-language-to-SQL, semantic search and evaluation you can trust. **Where can an engagement start?** At any of six entry points: assessment and strategy, rapid prototyping and market fit, integration and development, workflow optimisation, mentorship and enablement, or full partnership. **Does Adopt Intelligence train internal teams?** Yes. AI Upskilling offers hands-on modules in RAG systems, AI agents, AI tooling, AI for marketing teams and AI in sales, plus tailored one-to-one programmes. **How long does an AI assessment take?** Typically two to four weeks inside your product and processes.