Consulting & Software

We build products and data systems that move metrics.

Mentee Group Ltd partners with founders and product teams to ship outcomes—not decks. We bring senior product management and hands‑on data & analytics engineering, plus focused software tools to accelerate your roadmap.

Contact us See what we do ↓
+18%
Checkout conversion uplift
-42%
Time-to-insight with unified metrics
4–6 wks
Typical time to MVP + data foundation

Services

End‑to‑end help from problem framing to shipped product and measurable impact.

Product Management

Roadmaps that de-risk and deliver

Discovery, opportunity sizing, spec & UX, KPI trees, experiment design, lean delivery. We co-own outcomes, not just tickets.

Data & Analytics Engineering

From raw events to trusted metrics

Event modeling, dbt, warehouses (Snowflake/BigQuery/Postgres), semantic layers, reverse ETL, governance & documentation.

AI & Automation

Ship faster with intelligent tooling

LLM‑assisted analytics, SQL generation & autofix, workflow agents, evaluation harnesses, prompt & data pipelines.

Products

We build compact tools that remove friction in analytics and product delivery. Available as standalone or bundled with engagements.

  • Mentee Metrics Layer
    YAML semantic metrics + adapters for Metabase/Lightdash/BI. One source of truth, fewer headaches.
  • SQL Autofixer
    Catches errors, suggests fixes, and explains queries. Works with dbt projects out of the box.
  • Experiment Kit
    KPI trees, guardrail metrics, power calculators, and analysis templates that live with your product.
Request a demo Pricing & licensing →

How we deliver

  1. Discovery & KPI mapping. Align around impact, not outputs.
  2. Data foundation. Events, models, and semantic layer.
  3. Fast product loops. Build, measure, learn week by week.
  4. Enablement. Docs, playbooks, and handover you’ll actually use.

Expertise

Stacks & tools we’re fluent in:

Product

Roadmapping • Experiment design • KPI trees • Spec & UX flows • Monetization • Activation & retention • Marketplace dynamics

Data

Snowflake • BigQuery • Redshift • Postgres • dbt • Airflow • Fivetran • Metrics layers • Reverse ETL • Warehouse-native apps

Analytics

Metabase • Lightdash • Looker • Superset • Amplitude • Mixpanel • A/B tools • Custom notebooks

Selected work

Checkout uplift for B2C subscription

Rewrote KPI tree, instrumented events, and iterated on pricing & UX. +18% conversion and clearer guardrails in 6 weeks.

Marketplace supply reliability

Demand/supply diagnostics, no‑show modeling, and incentives. -25% cancellations and improved fulfillment rate.

Metrics unification for SaaS

dbt models + semantic metrics for BI & product analytics. One source of truth across teams.

About Mentee Group Ltd

We’re a senior, hands‑on partner. We’ve shipped products across consumer, B2B, and marketplaces, and built data foundations that make analytics effortless instead of after‑the‑fact.

  • Outcome‑oriented: we define success with you and measure it.
  • Pragmatic: small building blocks, shipped quickly.
  • Transparent: docs and playbooks by default.

Areas we focus on

  1. Product management
  2. Data & analytics
  3. AI‑assisted workflows

Contact

Tell us about your goals and constraints. We’ll suggest a path to impact.

Email

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