Hands‑on expertise for AI & LLM Strategy + Implementation

Since 2019 I've built AI systems that pay for themselves fast. Code & AI for the business-sake not just for the sake of code.

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Portrait of Nicolay Christopher Gerold

How I can help you

  • AI Strategy & Roadmap

    Expert guidance on AI adoption: data readiness, architecture design, team leadership, and implementation roadmaps (incl. fractional CTO services).

  • AI-Powered Search

    Turn static docs into a searchable knowledge base that crushes keyword search for recall and precision.

  • Multi‑LLM Orchestration

    Blend GPT‑4, Claude, or open‑weights into a cost‑aware pipeline that tops single‑model accuracy.

  • Data Extraction

    Pull clean, structured data from messy PDFs at 95  %+ accuracy—goodbye manual keystrokes.

  • Autonomous Agents

    Ship agents that handle repetitive workflows end‑to‑end with guardrails and audit trails built‑in.

  • Latency & Cost Tuning

    Slash response time 40–60  % and cut bills a third without dropping quality.

  • LLM Audit

    I audit your existing workflows and systems to find opportunities to integrate LLMs

How I work

  • Start with metrics tied to revenue or cost, not vanity graphs.
  • Keep components modular so new models are a drop‑in upgrade.
  • Log everything; feedback loops beat best guesses.
  • Fail‑safes first—no rogue prompts on your watch.
  • Leave behind clear docs and tests so your team owns the code.

How I helped my previous clients

Industry Solution Impact
Insurance AI claims search & triage Cut document hunt from minutes to seconds, trimming claim cycles 22 % and slashing search time 90 %.
Finance LLM market-intel analyst Reads 2 000+ pages nightly, surfaces 3 missed trends per week, doubled analyst coverage with zero head-count bump.
Healthcare HIPAA-safe record extractor Turns messy PDFs into structured data at 97.3 % accuracy—saving $450 k a year and speeding audits.
Tech AI ticket routing Routes support tickets in real-time: 73 % faster replies and 31 % more first-try resolutions.
Legal Vector case-law finder Searches 12 M precedents in seconds, cutting research time 63 % and uncovering decisive cases.
RegTech Chat-based compliance portal 83 % user adoption vs 34 % for forms, with 15 % higher accuracy and full audit trails.

How can I help you?

Schedule a call for a free, no-obligation audit of what's possible for your company.

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