# AIgen Solutions — AI Cognitive Company · We solve, we build, we verticalize > 360° IT consulting, Banking-Grade software engineering and domain-specific vertical solutions. A hybrid human + AI-agent team, the AlphaPulse & Prism Markets investment intelligence platforms, research published on SSRN. Lingua: en · Pagina: https://aigensolutions.it/en · Versione HTML canonica; questo file è il gemello Markdown per lettori automatici. --- AIgen Solutions · AI Cognitive Company # We solve, we build, _we verticalize._ 360° IT consulting, **Banking-Grade** software engineering and domain-specific vertical solutions: three lines of equal importance, one hybrid team — humans and AI agents — one discipline. [Discover the platforms →](https://aigensolutions.it/en/platforms/alphapulse) [Start from a real problem](https://aigensolutions.it/en/contact) We actively publish our research: [6 papers on SSRN →](https://aigensolutions.it/en/research) Our platforms AlphaPulse & Prism Markets **Investment Intelligence Platforms** that adapt to how banks and funds actually manage. Not the other way round. Private beta 2026 · selected design partners [AlphaPulse →](https://aigensolutions.it/en/platforms/alphapulse) [Prism Markets →](https://aigensolutions.it/en/platforms/prism-markets) 01 / The problem ## In finance as elsewhere: three kinds of “too much” break decision-making. 01 ### Too much data / Volume Volume grows faster than any human capacity to analyse it. 02 ### Too heterogeneous / Variety Different sources, formats, quality, timing and rules — all to be reconciled. 03 ### Too fast / Velocity The useful window for deciding closes before the analysis is ready. When the three factors combine, decisions get made **on instinct, too late**, or on information that distorts the perception of reality. 02 / Services & solutions ## Three service lines, one discipline. - 01 ### 360° IT consulting Strategy, IT advisory & audit. AI/data strategy & compliance — DORA, EU AI Act. Proof of value and adoption programmes. [Learn more →](https://aigensolutions.it/en/services/consulting) - 02 ### Banking-Grade software engineering Systems architecture and design, cloud-native multi-LLM full-stack development, integration and 24×7 operations. The same capability we build our own products with. [Learn more →](https://aigensolutions.it/en/services/software-engineering) - 03 ### Domain-specific vertical solutions AlphaPulse & Prism Markets in finance, Quasar in industry, ARGO in healthcare — and other domains on request, wherever data is complex. [Learn more →](https://aigensolutions.it/en/verticals) 03 / Research ## We are part of the academic world, and we actively publish our research. - [ ### Streamlined Hierarchical Reinforcement Learning for Algorithmic Trading: Architecture Simplification and Empirical Validation SSRN 5458097 · 42 pp. ↗](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5458097) - [ ### Feature Scope and Cross-Sectional Return Prediction: Evidence from US Large-Cap Equities SSRN 6497598 · 98 pp. ↗](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6497598) - [ ### Conformance, Cost, and Replication in Constrained LLM Coding Agents SSRN 6751519 · 32 pp. ↗](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6751519) - [ ### Beyond Retrieval vs Context: A Unified Evaluation Framework for External Information Management in LLM Agents SSRN 6830898 · 75 pp. ↗](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6830898) - [ ### Who Captures Atomic MEV after PBS? Receipt-exact Evidence of Builder Centralization and a Vanishing Independent-searcher Edge on BNB Smart Chain SSRN 6926119 · 37 pp. ↗](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6926119) - [ ### FLEX-MoE: Failure-Born Orthogonal Experts for Self-Improving Language Models SSRN 6978498 · 22 pp. ↗](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6978498) [All publications →](https://aigensolutions.it/en/research) 04 / Method ## Humans and AI agents together, seriously, across the whole lifecycle. We don't integrate AI: **we build it and orchestrate it.** We design agents, processes and logic on the best models on the market — chosen by the client. 1. ### Understanding 2. ### Design 3. ### Critical analysis 4. ### Benchmark & feasibility 5. ### Technical-economic sustainability 6. ### Development & QA 7. ### Operations & evolution Every phase undergoes an **Adversarial Review**: warm agent + cold agent + human-in-the-loop at critical gates. Agents don't replace: they collaborate and amplify. [The method in full →](https://aigensolutions.it/en/method) 05 / Positioning ## Our seriousness starts with “no”. - NO ### Generic AI and chatbots - NO ### Commodity services - NO ### System integration - NO ### Body-shop - NO ### “Magic AI” If you're looking for a top-performance agentic team that **solves, creates, delivers** — that's us. [The five NOs, in full →](https://aigensolutions.it/en/what-we-dont-do) 06 / Paths ## We always start from a real problem. Mid-market companies · CIO / CFO / COO ### From scoping workshop to adoption programme. 1. **Scoping workshop — 2–3 days**We analyse a specific case, map data and options, and return a balanced proposal. 2. **Proof of value — 3–4 weeks**We build the prototype. Acceptance criteria agreed and verified. 3. **Adoption programmes — 2–3 months**Production, change management and impact measurement. [The mid-market path →](https://aigensolutions.it/en/contact#mid-market) Banking · Regulated fintech ### The Banking-Grade rigor regulators demand, written as code. 1. **AI process audit**How you use LLMs and coding agents today, what is traced, where you are exposed on DORA, BCBS 239, MiFID II, EU AI Act, ISO 42001. 2. **Controlled pilot — 3 months**2 squads + 1 control. DORA and banking-specific metrics. 3. **Adoption programme**Protocols, compliance gates, audit trail integrated into CI. Ready to be shown to a regulator. [The banking path →](https://aigensolutions.it/en/contact#banking) Let’s talk: [info@aigensolutions.it](mailto:info@aigensolutions.it)