EENSEK · AI Workforcebuilt by It's Sorted
Open vacancy · ENSEK is hiring this

Product Marketing Manager

Product Marketing Manager · vacancy

Here's what AI can do for this role — and what still needs a human. Built straight from ENSEK's own job advert, running live on my_db.ensek_demo.settlement_imbalance4,320 real rows via MotherDuck (DuckDB). Not a slide about AI. The job, getting done.

What the AI does

Every line on the left is lifted from ENSEK's actual job ad. If a card lacks a harvested JD line, it is omitted. On the right is the AI doing it — with eligible cards running live against the warehouse and offline inspection clearly labelled in the workspace.

Their job ad asks

“Own the go-to-market strategy for ENSEK Flex, defining target segments, buyer personas, competitive context, and a commercialisation roadmap aligned to product development.”

AI delivers, live

How do suppliers compare on complaints per 1,000 customers — where does ENSEK sit in the competitive landscape?

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Their job ad asks

“Develop and steward differentiated positioning and messaging for the Flex platform and its component solutions, translating complex technical capabilities into commercially resonant value propositions.”

AI delivers, live

How do suppliers compare on customer service score — which suppliers lead on service quality?

bar chart
Their job ad asks

“Maintain a live view of the market and competitive landscape, including energy flexibility platforms, aggregators, OEM-led propositions, and regulatory developments across ENSEK's current and future markets.”

AI delivers, live

What are the overall supplier ratings — how does the competitive set rank on the composite rating?

kpi
Their job ad asks

“Enable Sales to sell Flex effectively by creating high-impact sales enablement, including discovery frameworks, battle cards, objection handling, ROI narratives, and competitive-positioning tools.”

AI delivers, live

What does the full competitive picture look like in a single view — complaints, service score and overall rating by supplier?

table
Their job ad asks

“Apply AI tools thoughtfully to scale research, content creation, analysis, and testing, while retaining full ownership of judgement, quality, and output.”

AI delivers, live

What was the average settlement imbalance price by month — what market stress context frames the competitive conversation?

bar chart

What stays human

The honest other half. AI does the analysis; a person owns the decision — especially where regulation, fairness and accountability bite.

How it works

Ask in English

A plain-English question — the same one the job ad describes — is translated to SQL by the agentic backend.

LIVE — computed now against 27.6M rows

Curated cards run server-side against MotherDuck when eligible. The workspace separately labels any local inspection path.

Real data, live

Runs against my_db.ensek_demo.settlement_imbalance (4,320 rows declared by the manifest). No synthetic numbers.

Self-falsifying

Each figure carries a falsifier — recomputed from the result set, not a stored number, so it can't quietly drift.

Where it plugs in

Function / Ignition surface: Competitive position · Service quality · Overall ratings · Competitive pivot · Market context. Grounded in the real ENSEK: Ignition — a real-time, event-driven meter-to-cash SaaS platform for energy suppliers · 7M+ accounts · regulated by Ofgem.

Watch it do the job — for real

It's the role getting done: curated questions run live server-side against the warehouse; local inspection is labelled inside the workspace.

Open the live workspace →

Provenance. Live ENSEK market data: supplier_performance (33 rows, Citizens Advice-style metrics per supplier per quarter — complaints, service scores, ratings) and settlement_imbalance (4,320 rows, half-hourly GB market settlement). Schemas: my_db.ensek_demo.supplier_performance + my_db.ensek_demo.settlement_imbalance. Offline degrade uses the same slices in-browser.

It's Sorted — I took ENSEK's job ads and didn't write a report on what AI could do. I built it. Get the rest sorted →