{ "answer": "I made this bot as I thought it could be fun, both for me to make, and for any recruiters who are bored of conventional CVs.\n\nIt works via the Claude API, has a very simple prompt and a chunked RAG vector store.\n\nA key criteria was accuracy of recall, so the bot uses question-to-question matching — it compares what you ask against a bank of pre-mapped questions rather than searching the raw content directly. This limits the true chatbot nature of an LLM, but helps to maintain quality. Also, the helmet helps combat the hallaucinations.\n\nI built the system together with Claude code, but the core content and tone-of-voice is all my own.", "section": "META.BOT", "source": "Tom's own account", "tier": "self-reported", "strength": null, "year": null, "direct_answers": [ "Evaluation: TomBot has an eval suite & guard-rails, and uses question-to-question matching because accuracy of recall was the key criteria; the Diagnosis App was measured at >80% accuracy across 3 skin conditions, on a closed-loop diagnosis and ML training platform that doubled labelling throughput; the compliance RAG kept a full audit trail, and a prototype agent plugged into Figma. No agent in production: the Figma agent stayed a prototype." ], "references": null, "follow_ups": [ "what tools do you use", "how technical are you" ], "score": 0.95, "matches": [ { "section": "META.BOT", "answer": "I made this bot as I thought it could be fun, both for me to make, and for any recruiters who are bored of conventional CVs.\n\nIt works via the Claude API, has a very simple prompt and a chunked RAG vector store.\n\nA key criteria was accuracy of recall, so the bot uses question-to-question matching — it compares what you ask against a bank of pre-mapped questions rather than searching the raw content directly. This limits the true chatbot nature of an LLM, but helps to maintain quality. Also, the helmet helps combat the hallaucinations.\n\nI built the system together with Claude code, but the core content and tone-of-voice is all my own.", "source": "Tom's own account", "tier": "self-reported", "year": null, "strength": null, "score": 0.95, "direct_answers": [ "Evaluation: TomBot has an eval suite & guard-rails, and uses question-to-question matching because accuracy of recall was the key criteria; the Diagnosis App was measured at >80% accuracy across 3 skin conditions, on a closed-loop diagnosis and ML training platform that doubled labelling throughput; the compliance RAG kept a full audit trail, and a prototype agent plugged into Figma. No agent in production: the Figma agent stayed a prototype." ], "references": null }, { "section": "FIT.FIXER", "answer": "I'm a fixer. I work on the really difficult stuff, the problems that are too hard or too messy for most people to get moving, and I like to solve them and move on. Once something is solved and running, I pass it to someone who's good at the routine work, and I go and find the next hard thing.\n\nThat pattern runs through my whole career: the domain search at Host Europe, the TREAT turnaround and closure, the Wegovycare discovery phase nobody wanted, the CagriSema funnel across two therapy areas that ran independently.\n\nSo if you have something stuck, broken, or blank-page, that's where I'm useful. If you need someone to run a mature product in steady state for years, it deserves someone who loves that, and it isn't me.", "source": "Tom's own account", "tier": "self-reported", "year": null, "strength": null, "score": 0.61, "direct_answers": [ "Best at: problems too hard or messy for most people to get moving; solves them, hands over, moves on.", "Proof: domain search, Host Europe, +20% revenue overnight ; TREAT turnaround and closure, LEO ; Wegovycare discovery phase, Novo ; CagriSema funnel, four funded solutions .", "Not for: running a mature product in steady state for years.", "Three kinds of fixing, not one: noticing what nobody asked for, the domain search; holding nerve and rebuilding a team, then optimising and having the guts to close it, TREAT; changing the institution's model from inside, the product operating model at Novo.", "Breadth is the asset: eight product teams across five companies.", "AI is a qualifier, not the headline: a frontier product specialist who builds with AI, not an AI specialist." ], "references": null }, { "section": "META.LOCATION", "answer": "British and French, living in Copenhagen since 2010. I have Danish permanent residency, so no work visa is required.", "source": "Tom's own account", "tier": "self-reported", "year": "2010", "strength": null, "score": 0.6, "direct_answers": [ "Copenhagen, Denmark. Onsite in Copenhagen up to four days a week, some flexibility preferred; remote roles across the EU and UK.", "British & French; Danish permanent resident; no work visa is required in EU and UK.", "Working pattern: it depends on the role and the location, but I'm flexible: worked on-site, hybrid and remote, and across time zones. Examples: EuroDNS across Luxembourg and Copenhagen, the UK2 US turnaround from London.", "Relocation: no. Remote across the EU and UK, or Copenhagen." ], "references": null }, { "section": "META.JOBS", "answer": "| Years | Role | Company | Location |\n|-------|------|---------|----------|\n| 2026- | Fractional & Interim Product & Growth | Independent | Copenhagen |\n| 2022-2026 | Associate Product Director | Novo Nordisk | Copenhagen |\n| 2020-2022 | Product Manager (Wegovycare) | Novo Nordisk | Copenhagen |\n| 2018-2020 | PM/GM - Diagnosis App | LEO Innovation Lab | Copenhagen |\n| 2018 | PM/GM - Skincoach | LEO Innovation Lab | Copenhagen |\n| 2016-2017 | PM/GM - TREAT | LEO Innovation Lab | Copenhagen |\n| 2016 | Head of Marketing (contract) | TwentyThree | Copenhagen |\n| 2014-2016 | Head of Marketing | Opbeat | Copenhagen |\n| 2013-2014 | Marketing Director | EuroDNS | Luxembourg/Copenhagen |\n| 2010-2013 | Independent Consultant | Various | Copenhagen |\n| 2008-2010 | Head of Group Strategy | UK2 Group | London |\n| 2006-2008 | Head of New Media | Host Europe Group | London |\n| 2005-2006 | Group Design Manager | Pipex Internet | UK |\n| 2004-2005 | Web Designer | Host Europe / Pipex | UK |\n| 2003-2004 | Sales Executive | Host Europe | Nottingham |\n| 2002-2004 | Co-founder | TextualHealing.com | UK |\n| 2001-2004 | Freelance Web Designer | Various | UK |\n\nAsk me about any specific role for more detail.", "source": "Tom's own account", "tier": "self-reported", "year": null, "strength": null, "score": 0.6, "direct_answers": [ "2010-2013, independent consultant: worked as a freelance internet consultant to finance my relocation to Denmark. Clients included Host Europe (UK), EuroDNS (LUX), & Everplaces (DK). Content creation & SEO including interviews with MailChimp, Creative Commons, EFF, Rand Fishkin & Michael Palin. Spotted RaspberryPi before launch & created a partnership.", "Host Europe, Pipex Hosting, Pipex Internet, GX Networks and Host Europe Group are one employer under successive names (2003-2008).", "Since August 2026: independent, fractional and interim product and growth work, and open to the right permanent role." ], "references": null }, { "section": "META.SERVICES", "answer": "I'm available for fractional & interim product management support, and also open to the right permanent role.\n\nI can help you with:\n\n- Taking an idea from 0 to shipped product.\n- Turning around an underperforming product, team or initiative.\n- Addressing complex / critical initiatives that no-one else can get moving.\n- Scaling your team - maturing product ops & structuring better ways of working.\n- Creating growth.", "source": "Tom's own account", "tier": "self-reported", "year": null, "strength": null, "score": 0.57, "direct_answers": null, "references": null } ], "facts": null, "withheld": 0, "human_version": "https://takenbyninjas.com/projects/tombot/" }