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Deborah DavidDD

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About Deborah

I design, launch, and **scale AI products that create measurable value**. My playground: copilots, voice AI, data/ML products, and Enterprise packaging/pricing. Dual role hands-on (PRD, evaluation/guardrails, integrations) and executive (strategy, OKR, GTM, management). My obsession: adopted use cases, rising metrics (adoption, retention, ARR), and running operations (SLO, quality, latency).

How I help you
  • Clarify the problem and align it with your business KPIs (no technology for technology's sake).
  • Move fast from Scope→POC→MVP with proof (golden sets, scenario replays, A/B tests).
  • Industrialize: guardrails, observability, escalation playbooks, post-launch reviews.
  • Sell & deploy: AI narratives that speak to decision-makers, pricing/packaging, sales/CS enablement.
  • Manage multidisciplinary teams (PM, Data, Eng, Design) with a clear cadence.
What sets me apart
  • 0→1→scale track record on 3 AI product lines, plus copilots/voice agents in production.
  • Data-driven culture (cohorts, churn drivers, instrumentation) AND execution (rituals, quality, SLO).
  • Ability to simplify AI for Enterprise sales cycles (targeted demos, quantified value proofs).
Types of projects & deliverables
  • AI Discovery→MVP (4–8 wks): PRD, user stories, offline/online evaluation, industrialization plan.
  • LLM & Voice agents: playbooks, guardrails, AHT/FCR dashboards, API integrations, workflow, and automatic evaluations
  • Interim CPO: OKR, roadmap, pricing/packaging, quality reviews & go-to-market.
  • Deliverables: PRD & design specs, evaluation scorecards, architecture/observability diagrams, GTM decks, production runbooks.
Talk to me about a business objective, and I'll translate it into a deliverable, measurable, and adopted AI product!
  • English

    Native or bilingual

Can work on-site
Paris (up to 50km)

Experience

  • Sunrise
    AI Product Director
    MEDICAL
    August 2025 - Today (10 months)
    Paris, France
    Freelance AI Product Director in digital health, I manage the Scope → POC → MVP → Scale chain for clinical copilots and voice agents serving contact centers and sleep physicians, with cross-functional leadership (Ops, CC, Finance, Data, Eng, Design).
    • Agent Governance & Quality: offline golden sets, regular scenario replays, online guardrails, and continuous observability; monitoring intents, grounding, escalations, and AHT/FCR/CSAT KPIs.
    • Patient Ops & Stack: complete redesign of communication (irritant audit, standardized playbooks) and implementation of a stack (Front for omnichannel routing, SLA, analytics) integrated with EHR and telephony.
    • Compliance & Explainability: traceability, consents, audit logs; formalized clinical explainability requirements.
    • Delivery Cadence: weekly demos, quality gates, post-launch reviews (latency/relevance/security); tool-assisted triage and remediation.
    • Impact: ↓ AHT, ↑ FCR, scaled through continuous self-evaluations
    Artificial Intelligence Guardrails and Agent Evaluation Generative AI Product Discovery Observability
  • MyTraffic
    AI Product Director
    SOFTWARE PUBLISHING
    June 2022 - June 2025 (3 years)
    Paris, France
    Interim CPO and AI Product Director mandates to design, launch, and scale 3 AI product lines in location intelligence (from 0→1→scale). AI/data strategy linked to impact metrics (adoption, retention, revenue contribution) and GTM (packaging/pricing/enablement). Management: 4 Senior PMs + 1 Senior Designer; alignment of Engineering / Data / Design through OKRs, rapid decision-making rituals (Discovery → precise PRDs → Design specs → Ship), and post-launch reviews (quality, latency, guardrails).
    • GTM & Monetization: offering definition, pricing models, positioning; sales enablement (decks, battlecards, objection handling).
    • Hands-on Sales Support: joint enterprise pitches, advanced discovery, narratives that make AI buyable, targeted demos, and quantified value proofs.
    • Value Measurement: product instrumentation, adoption/retention/revenue dashboards, cohort analyses & churn drivers.
    • Ops & Quality: release cadence, relevance/latency SLOs, triage/backlog, observability, and guardrails (post-mortems, remediation playbooks).
    • Adoption & Training: workshops, customer playbooks, external content to accelerate onboarding and secure usage.
    Impact: newly monetized AI offerings, shortened time-to-market, strengthened pipeline, sustainable execution discipline (cadence, quality, metrics).
    AI Product Management Product Leadership Product Roadmap Prioritization (RICE, MoSCoW, ...) Sales Enablement
  • Omdena
    Machine Learning Engineer
    September 2019 - August 2020 (11 months)
    ML Engineer within an international team, I designed and trained a U-Net model (Keras/TensorFlow) on satellite imagery (Google Earth Engine) to map micro-solar grids in Nigeria. I managed the end-to-end chain: data ingestion & cleaning, geospatial pre-processing, data augmentation, distributed training, and evaluation (IoU, F1) before experimental deployment.
    Beyond modeling, I structured dataset traceability (dataset/experiment versioning), documented reproducible pipelines, and led code reviews to ensure quality and maintainability.
    Impact: significant improvement in solar infrastructure detection, providing decision-support maps for deployment. Work conducted with an ethical approach (bias, limitations, uncertainty transparency) and MLOps reflexes (datasheets, logs/monitoring) that now inform my end-to-end AI product management (quality, observability, reproducibility).
    Computer Vision Geospatial Data AI Product Management Data Product Artificial Intelligence

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Education

  • Engineer, Computer Science specialization
    ENSEIRB
    2011
  • Management
    KEDGE
    2011

Skill set

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