--- title: "Capta — AI Transformation Intelligence | Margins" description: "Capta captures how your business really works through AI-powered interviews and workshops, and turns it into evidence-backed AI opportunities." url: https://margins.agency/products/capta --- Capta · AI transformation intelligence # Turn what your people know into intelligence your company owns. Capta accelerates enterprise AI transformation by uncovering how your business actually works. Through AI-powered interviews, workshops, and continuous knowledge capture, it turns undocumented expertise into actionable intelligence to discover, prioritize, and implement the right AI opportunities. - Book a meeting - Explore how it works The Capta approach 1. 01 Capture knowledge 2. 02 Discover opportunities 3. 03 Enable transformation Illustrative interface The challenge ## You can’t transform what you don’t understand. Most companies know what their business does. Far fewer have a complete picture of how it actually works. Critical operational knowledge lives in employees’ heads, informal conversations, undocumented decisions, and workflows that have evolved over years. Understanding this complexity is one of the biggest challenges of enterprise AI transformation. Traditional discovery relies on weeks or months of interviews, workshops, documentation reviews, and manual analysis. Even then, important details are often missed. 01 ### Knowledge stays in people’s heads Experienced employees know how work really gets done, but much of that expertise is never documented. 02 ### Processes are fragmented Teams, systems, and departments operate with dependencies that are difficult to see from the outside. 03 ### Discovery is slow and expensive Manual interviews, workshops, and analysis consume significant time before implementation can even begin. 04 ### AI opportunities are difficult to validate Without sufficient business context, organizations risk investing in AI initiatives based on assumptions rather than evidence. The result AI transformation initiatives can start with an incomplete understanding of the very business processes they are supposed to improve. The solution ## A new way to understand your enterprise. Capta replaces fragmented, manual knowledge gathering with a systematic, AI-powered discovery process. It engages employees through adaptive interviews, captures insights from meetings and workshops, and connects information across departments, processes, and systems. Instead of producing disconnected notes and documents, Capta builds a structured, evidence-backed understanding of how your organization operates. That intelligence becomes the foundation for identifying AI opportunities, validating business requirements, and supporting implementation. From fragmented knowledge to actionable intelligence 1. 01 **Capture** People, processes, conversations 2. 02 **Understand** Connect, structure, validate 3. 03 **Transform** Opportunities, roadmap, implementation How Capta works ## From hidden knowledge to AI opportunities. In one connected process. Interface imagery is illustrative. The automated opportunity assessment and ROI capabilities represent Capta’s longer-term product direction. 1. Step 01 — Capture how work really happens — AI-powered interviews, forms, recorded meetings, and live workshops collect operational expertise directly from the people who know the business best. Adaptive questioning explores processes, exceptions, decisions, and dependencies that traditional questionnaires often miss. 2. Step 02 — Build a connected understanding of the business — Capta brings captured information together in a structured organizational knowledge base, connecting findings across departments, business processes, systems, and responsibilities. 3. Step 03 — Discover and evaluate AI opportunities — Capta’s evolving intelligence capabilities help identify inefficient workflows, repetitive tasks, knowledge bottlenecks, and opportunities for AI automation. Proposed use cases can be assessed for business impact, feasibility, and potential ROI. 4. Step 04 — Validate findings and prepare for implementation — Findings are linked to their original evidence. Teams can review assumptions, confirm AI use cases, and turn discovery insights into requirements and implementation-ready documentation. 5. Step 05 — Carry intelligence into AI implementation — Captured organizational knowledge remains available to delivery teams and authorized AI agents, reducing the need to rediscover business context as solutions move from design into production. Platform capabilities ## Everything you need to understand the business before transforming it. ### Adaptive AI Interviews Go beyond static questionnaires. AI-driven follow-up questions uncover hidden expertise, operational exceptions, and process details. ### Meeting & Workshop Intelligence Capture and structure knowledge from meetings, calls, and facilitated workshops, with AI assistance for deeper questioning. ### Cross-Department Discovery Connect knowledge across teams and business functions to understand how work and information flow through the organization. ### Organizational Knowledge Hub Build a searchable, growing knowledge base that brings together interviews, transcripts, forms, and supporting documents. ### Evidence & Source Traceability Trace findings and answers to original sources, including transcript timestamps, form responses, and document references. ### AI Opportunity Intelligence Identify and progressively evaluate AI use cases, with a long-term focus on impact, feasibility, prioritization, and ROI. ### Requirements & Discovery Outputs Translate validated findings into structured business requirements, use-case definitions, and implementation context. ### AI Agent Connectivity Make authorized organizational knowledge accessible to AI agents and connected workflows through MCP. Business value ## Less time discovering. More confidence transforming. Capta helps enterprises move from fragmented business knowledge to a clearer, more actionable foundation for AI investment. 01 ### Accelerate enterprise AI discovery Reduce repetitive manual information gathering and make it easier to engage employees across departments. 02 ### Make better AI investment decisions Identify and evaluate opportunities using real operational evidence rather than assumptions or isolated ideas. 03 ### Reduce the gap between strategy and implementation Give technical teams access to validated business context, process knowledge, and requirements from the discovery stage. 04 ### Build an organizational intelligence asset Preserve institutional expertise in a structured form that can be reused across future AI initiatives. Built for trustworthy discovery ## Every insight has a source. Every opportunity needs evidence. AI-generated insights are only as useful as the information behind them. Capta is designed around evidence traceability. Findings can be traced back to the conversations, answers, and documents from which they originated. This allows teams to review and validate what Capta has discovered before making decisions or committing to implementation. Illustrative evidence trail Discovery finding Invoice approvals frequently require manual follow-up between Finance and Operations. Supporting sources - *▶* Finance interview 12:34 - *≡* Operations questionnaire Answer 8 - *▤* Approval process document Page 4 Reviewed and confirmed by process owner Illustrative example, not actual customer data. From AI-generated suggestions to evidence-backed decisions. Security & governance ## Your business knowledge is sensitive. Capta treats it that way. Capta is designed with enterprise data protection and responsible AI adoption in mind. ### EU-Based Infrastructure European hosting and data residency considerations. ### GDPR-Aligned Design Privacy and data protection built into knowledge capture workflows. ### Controlled Access Authorized access to organizational knowledge and connected AI agents. ### Source Traceability Visibility into the evidence supporting captured findings and generated answers. Powered by Margins ## Discovery is only the beginning. We take AI all the way to production. Understanding how a business works is essential. But turning that understanding into measurable results requires more than a discovery platform. Capta is developed by Margins, an end-to-end enterprise AI partner combining strategy, engineering, and proprietary AI technology. We use Capta to establish a deeper understanding of the business, identify opportunities, and carry validated knowledge into solution design and implementation. Capta ### Understand & Discover Capture operational intelligence, identify AI opportunities, and establish the evidence base for transformation. You are here Margins ### [Design & Build](https://margins.agency/services/ai-engineering) Turn validated opportunities into custom AI solutions, integrations, and enterprise-ready systems. Explore AI Engineering → Rivermind ### [Orchestrate & Operate](https://getrivermind.com/) Deploy and manage AI-powered workflows and agents connected to enterprise processes. Explore Rivermind ↗ (opens in a new tab) One partner. From understanding your business to transforming it with AI. FAQ ## Questions enterprise teams ask about Capta. What is Capta? Capta is an AI transformation intelligence platform developed by Margins. It captures how your organization actually works — through AI-powered interviews, workshops and continuous knowledge capture — and turns undocumented expertise into structured, evidence-backed intelligence for discovering, prioritizing and implementing the right AI opportunities. How does Capta collect organizational knowledge? Through adaptive AI interviews with employees, forms and questionnaires, recorded meetings and calls, and live facilitated workshops. Follow-up questions adapt to each answer to explore processes, exceptions, decisions and dependencies. Everything captured is brought together in a structured knowledge base alongside supporting documents. Does Capta automatically identify AI opportunities? Capta helps identify inefficient workflows, repetitive tasks and knowledge bottlenecks that point to AI opportunities, and links each one to its supporting evidence so your teams can review and confirm it. Automated assessment of impact, feasibility and ROI is part of Capta’s longer-term product direction. Can Capta be used across multiple departments? Yes. Capta is built for cross-department discovery: it connects findings across teams, business processes, systems and responsibilities, so the dependencies between departments become visible. How is Capta different from traditional knowledge management software? Knowledge management tools store what people have already written down. Capta captures the knowledge that never was, structures it, traces every finding back to its source and connects it to AI opportunities and implementation requirements. It is built to support transformation, not just storage. How does Capta work with Margins’ AI services? Capta is developed by Margins. Our teams use it to understand the business, identify opportunities and carry validated knowledge into solution design and implementation. Margins then designs and builds the AI solutions, and Rivermind orchestrates and operates them in production. Is Capta designed for enterprise data protection? Yes. Capta is designed with enterprise data protection and responsible AI adoption in mind: EU-based infrastructure, GDPR-aligned knowledge capture workflows, controlled access for people and connected AI agents, and source traceability for every finding. We go through your security, hosting and data-retention requirements before an engagement starts. Start with a deeper understanding ## Discover what AI could really do for your business. Your next AI opportunity may already be hidden in the way your people work. Capta helps uncover it, validate it, and turn it into a foundation for transformation. [Book a meeting](https://margins.agency/contact) Developed by Margins · Enterprise AI Strategy, Engineering & Products