Five Steps to GDPR Ready Churn Prediction With Time Aware Models
Five steps to operational churn prediction: time aware models, uplift targeting, GDPR/CNIL aligned governance and actionable retention playbooks.
BotiqueAI — Blog
Analysis, guides and experience feedback on applied AI for businesses.

Five steps to operational churn prediction: time aware models, uplift targeting, GDPR/CNIL aligned governance and actionable retention playbooks.

Which AI subsidies can French SMEs actually use? Learn how Diag Data IA covers 40% of a €10,000 diagnostic (€4,000), where regional packs help more, and...

Run a measurable 2–4 week AI process automation pilot for EU SMEs. Scope one step, track time and error KPIs, and embed EU AI Act governance.

France-ready guide for enterprise leaders: run a validated predictive analytics pilot in 4–8 weeks, turn scores into actions, and meet EU AI Act obligations.

KPI driven playbook for French decision makers to integrate AI into ERP. Run one measurable pilot, enforce RBAC, and secure your data.

Use a five step compliance first method to pilot AI in your CRM. Start small, enforce GDPR and CNIL controls, keep audit logs, and measure results before...

Discover channel-first conversational CRM on WhatsApp and web chat, GDPR-ready integration, and three proven flows that speed sales and move pilots to...

Audit defensible steps to anonymize client data. Run the EDPB's three reidentification tests, match techniques to each field, and file an audit ready...

Practical playbook for leaders to make generative AI audit ready: five implementation steps, five guardrail insertion points, KPIs, and a rollout checklist.

Practical playbook for engineers to ship a fine tuned LLM quickly. Start with PEFT (LoRA and QLoRA), prepare quality data, tune key hyperparameters,...

Practical plan to run a six week WhatsApp commerce pilot for French SMBs: catalog, payment links, and when to hire an API partner.

Customer service and marketing teams get a practical deployment playbook for CRM first omnichannel chatbots that keep context, cut AHT 40%, and lift CSAT.

Developer guide to running open-source LLMs in production: when to self-host, choose 7B–14B quantized models or frontier open-weights, and follow a...

Shopify-first technical guide to cashier chatbots: safe checkout integration, real ROI math, and BotiqueAI's rollout checklist for francophone stores.

Practical developer playbook for reliable WhatsApp automation. Implement queue first webhooks, raw-body signature checks, idempotency, and a three phase...

Practical, implementation first conversation design for practitioners and developers: production patterns, RAG guardrails, fallback tiers, KPIs, and a...

Pilot an enterprise WhatsApp ecommerce catalog in 30–60 days. Focus on architecture, API patterns, GDPR governance, and ROI-focused KPIs to prove value fast.

Procurement ready cost playbook for decision makers: three year TCO bands, a repeatable ROI calculation, and a vendor checklist with real price ranges.

Deploy agentic AI in SAP with Joule: choose the right components, run a focused POC, and set governance, connectors, and budget with a partner.

A practical guide for tech leaders to plan and ship semantic search. Compare architectures, track recall and latency, and follow a build checklist.

Developer's practical guide to pick and deploy a vector database: compare scale, filters, and embeddings, plus a production RAG evaluation and integration...

Industry 4.0 guide for manufacturers: which sensors to use, ROI math, pilot sequencing, model MLOps, and practitioner notes on integration and payback.

A hands on plan for support teams: simulate 3–12 months of tickets, start with 2–3 low risk intents, and set tight confidence gates.

Week by week AI deployment calendar for decision makers. See SME (2–4 months) and enterprise (3–6 months) schedules, validation gates, and KPI thresholds.

2026 pricing for decision makers: quote the build, then budget 1.5–2× for three year TCO. Includes a procurement checklist and funding options to defend...