# motif > AI wealth advisory for modern financial platforms > Full content (FAQ + blog, expanded): https://chatwithmotif.com/llms-full.txt motif provides AI-powered wealth advisory infrastructure for fintechs, neobanks, investment apps, and wealth managers — primarily across Europe. The platform enables personalized investment intelligence at scale through a suite of AI agents built on a financial knowledge graph. ## What makes motif different Most AI tools in finance bolt a language model onto static data. motif is built differently: a time-aware financial knowledge graph connects market data, financial news, and individual user portfolios into a single unified intelligence system. This means AI responses are grounded in live, interconnected data — not snapshots. It addresses the three core failure modes of AI in finance: hallucination, static data, and fragmented datasets that can't reason across each other. ## AI Agent Suite ### Market Insights Agent Monitors market trends, macro data, and portfolio movements. Explains what they mean for each specific client — in their language, through their preferred channel. Delivers proactive updates, weekly wraps, daily briefs, or on-demand answers via chat, email, or dashboard. ### Profiling Agent Builds living investor profiles connecting risk appetite, portfolio data, and behavior into one actionable intelligence layer. Adaptive conversations replace static forms. MiFID II suitability built in. ### Investment Agent Generates personalized portfolios from each client's profile, the platform's product shelf, and live market data. Clear reasoning behind every position — clients can ask "why" and "what if" in natural language. ## Financial Knowledge Graph The knowledge graph is motif's core infrastructure layer. It captures financial data, news, and user portfolio state as a time-aware graph — meaning it tracks how the world changes, not just what it looks like today. This lets motif's agents reason across connected data and surface contextually accurate insights, not generic outputs. ## Who motif is built for Fintechs, neobanks, investment apps, crypto platforms, wealth managers, and financial institutions that want to offer AI-powered advisory to their users — without building research teams, data pipelines, or AI infrastructure in-house. Focused primarily on European markets. ## Founding story motif was founded by two co-founders who previously built a company together in the financial space. Working inside that product, they repeatedly encountered the same problem: the intelligence layer didn't exist. Solving it would have required pivoting so far from the original mission that it would have made no sense to continue under that brand. So they stopped, and started motif specifically to solve it — building from first principles what they had needed and couldn't find. ## Commercial model motif does not publish pricing. Every conversation starts with a direct meeting with the founders — to understand the platform's problem, what they are trying to enable for their users, and whether motif is genuinely the right fit. Both sides evaluate each other. There are two ways to work with motif: **Founding partners** — a closed cohort of platforms co-developing motif alongside the founding team, with locked pricing and direct roadmap access. **Organizational clients** — platforms that integrate motif's AI agents into their product via the SDK and admin dashboard. Same qualification process, same direct approach. To start a conversation: https://chatwithmotif.com/book-a-call ## Integration motif integrates with financial platforms via API and SDK. - Full documentation: https://motif.gitbook.io/motif-docs - API reference: https://motif.gitbook.io/motif-docs/api-reference ## FAQs ### What is motif? motif is AI-powered wealth advisory infrastructure for financial platforms. Fintechs, neobanks, investment apps, and wealth managers integrate motif's AI agents — Market Insights, Profiling, and Investment — to deliver personalized investment intelligence at scale, without building in-house research teams, data pipelines, or AI infrastructure. ### How is motif different from other AI tools in finance? Most AI tools in finance bolt a language model onto static financial data, which produces generic outputs and hallucinations. motif is built around a time-aware financial knowledge graph that connects market data, financial news, and individual portfolio state into one unified intelligence system. Agents reason across live, interconnected data — addressing the three core failure modes of AI in finance: hallucination, static data, and fragmented datasets that can't reason across each other. ### Who is motif built for? motif is built for B2B financial platforms: fintechs, neobanks, investment apps, crypto platforms, wealth managers, and financial institutions that want to offer AI-powered advisory to their users. The primary market is Europe, and MiFID II suitability is a first-class design constraint in the Profiling Agent. ### What AI agents does motif provide? motif ships three agents: - **Market Insights Agent** — monitors market trends, macro data, and portfolio movements, and explains what they mean for each specific client in their language and preferred channel (chat, email, dashboard). - **Profiling Agent** — builds living investor profiles connecting risk appetite, portfolio data, and behavior into one actionable intelligence layer, replacing static suitability forms with adaptive conversation. MiFID II suitability built in. - **Investment Agent** — generates personalized portfolios from each client's profile, the platform's product shelf, and live market data, with transparent reasoning clients can interrogate in natural language. ### What is motif's financial knowledge graph? motif's knowledge graph is the platform's core infrastructure layer. It captures financial data, news, and user portfolio state as a time-aware graph — meaning it tracks how the world changes over time, not just what it looks like today. This temporal structure lets agents reason across connected data and surface contextually accurate insights rather than generic outputs. ### How does motif prevent hallucinations? motif grounds every agent response in the knowledge graph rather than in the language model's training data. Because the graph links live market data, financial news, and each user's actual portfolio, agents retrieve specific, current facts instead of generating plausible-sounding guesses. Every recommendation is traceable — clients can ask "why" or "what if" and the reasoning resolves back to source data. ### Does motif support MiFID II? Yes. The Profiling Agent is designed around MiFID II suitability requirements — risk appetite, investment objectives, and knowledge & experience are captured through adaptive conversation and flow directly into investment recommendations. Compliance is a first-class design constraint, not bolted on. ### How does motif integrate with an existing platform? motif integrates via API and SDK. Platforms embed motif's agents directly into their own product surface — web, mobile, email, or chat — and configure behavior through the admin dashboard. Documentation: https://motif.gitbook.io/motif-docs. API reference: https://motif.gitbook.io/motif-docs/api-reference. ### What is the difference between a founding partner and an organizational client? Founding partners are a closed cohort of platforms co-developing motif alongside the founding team, with locked pricing and direct roadmap access. Organizational clients are platforms that integrate motif's AI agents into their product via the SDK and admin dashboard, without the roadmap-level collaboration. Both go through the same qualification process — a direct conversation with the founders to confirm mutual fit. ### How much does motif cost? motif does not publish pricing. Pricing is scoped against the specific platform, user base, and integration surface, and is discussed directly with the founders. Every engagement starts with a qualification conversation where both sides evaluate fit. ### How do I get started with motif? Book a call with the founders at https://chatwithmotif.com/book-a-call. Every conversation starts with the founders directly — to understand the platform's problem, what it is trying to enable for its users, and whether motif is genuinely the right fit. ## Contact - Website: https://chatwithmotif.com - Book a call: https://chatwithmotif.com/book-a-call - LinkedIn: https://www.linkedin.com/company/motifapp/ - X/Twitter: https://x.com/Motif_Ai - Telegram: https://t.me/+3jYGZdFpiz5iYTQ0