Use cases

A library of what AI can do for you.

Every entry solves a real operational pain. Filter by your sector to see what fits.

Operations & automation

Back-office automation

Replace fragile spreadsheets with connected tools and automated flows across sales, onboarding and service.

Swap fragile spreadsheets for an automated back-office that scales.

20–40% admin time saved

Field reporting & interventions

Technicians capture interventions by voice and photo; AI turns them into structured, searchable reports.

Turn voice notes and photos from the field into clean reports automatically.

reports in minutes, not evenings

3D / CAD recognition

AI reads 3D CAD parts and auto-maps the components, clips and references engineers need.

Let AI read the CAD so engineers stop matching parts by hand.

30–50% design time saved

Plant optimization digital twin

A digital twin of the line simulates and resequences production against real-time constraints, without missing deadlines.

Break rigid sequencing with a digital twin, never missing a delivery.

10–20% throughput / OEE

Database cleaning & enrichment

Continuously dedupe, validate and enrich CRM/ERP records, flagging anomalies so the data stays clean.

A database that dedupes and enriches itself, clean fuel for every tool.

dirty data ≈ 12–25% of revenue

Customer & field communication

Email triage & drafting

AI reads incoming emails, extracts intent, routes to the right person and drafts a contextual reply.

Turn an overwhelmed inbox into pre-sorted, pre-drafted replies to approve.

30–50% handling time cut

Multi-channel support chatbot

A chatbot across website and social handles FAQs, booking inquiries and engagement, 24/7.

Answer every question in seconds, on every channel, around the clock.

45–55% of queries deflected

Inbound voice agent

An AI voice agent answers calls 24/7: FAQs, bookings, order status, escalating to a human with full context.

Never miss a call again, for cents per call.

~45% calls handled; cost −up to 70%

Outbound prospecting voice agent

An AI voice agent calls and qualifies leads, handles objections and books meetings into the calendar.

Qualify and book every warm lead in the first minute.

contact rates 30–50% vs 5–10%

Review analysis & draft replies

Aggregate reviews across channels, run sentiment and theme analysis, and draft an on-brand reply for each.

Answer every review on-brand in seconds, and turn feedback into an action list.

+1 star ≈ +5–9% revenue

Messaging-based coaching assistant

A 24/7 assistant delivers coaching and guidance inside the app people already use, no new tool to install.

Meet people where they already are, 24/7 guidance with no app to install.

~90% message open rates

Documents & content

Personalized document generation

Merge templates with your data to draft quotes, contracts, proposals and reports, consistent and compliance-checked.

Generate a personalized, compliant quote or contract in minutes.

up to 82% drafting time saved

Quotes & follow-ups

Auto-draft quotes from a request and chase the ones that go quiet, so fewer deals slip.

Draft the quote and chase it automatically, so nothing slips.

faster cash, fewer lost quotes

Newsletter & deck automation

Generate first drafts of recurring content, newsletters, reports, slide decks, from your data and brand.

Ship the newsletter and the deck in a fraction of the time, on brand.

40–70% content time saved

Knowledge base & senior-knowledge transfer

Capture the know-how of experienced staff into a searchable base, and help train and onboard technicians.

Keep the know-how when people retire, and onboard faster.

retain senior know-how

Data, BI & forecasting

Data unification & BI dashboards

Unify fragmented sales, operations and finance data into one real-time source of truth.

One real-time source of truth instead of five disconnected exports.

5–10% productivity & margin

KPI & cashflow dashboards

Auto-build and refresh KPI reports, cashflow, revenue, margins, with AI-written commentary.

Close faster and see cashflow live, dashboards that explain themselves.

close cycles −40–60%

Demand & inventory forecasting

Forecast demand by item and site, and turn it into stock, safety-stock and reorder recommendations.

Sell more with less stock, and know what to reorder.

stockouts −24%, carrying −15–27%

Product recommendations

Recommend the right products in real time online and as an assist for in-store or sales staff.

Show every customer the next product they’ll actually buy.

conversion +15–30%, AOV +26–50%

Customer segmentation for campaigns

Segment customers by behaviour, value and predicted intent to drive triggered, personalized campaigns.

Stop blasting everyone, trigger the right message to the right customer.

personalization 5–8× marketing ROI

Compliance & risk

Compliance & regulatory tracking

Track certifications, deadlines, safety checks and regulatory verifications with an auditable trail.

Never miss a certification or a safety deadline again.

fewer misses, full audit trail

Explainable alert triage

Re-score noisy compliance or monitoring alerts with contextual AI, with an auditable reason for every decision.

Cut a wall of false-positive alerts with AI you can actually audit.

50–80% false positives removed

Human cyber-risk scoring

Score behavioural risk (phishing, data exposure) and generate personalized training per employee.

Audit the humans, not just the firewall, and train each on their weak spot.

phishing clicks −60–90%

Training & change

Data & AI roadmap (PMO)

Build and steer a Data & AI roadmap: budgets, governance, reporting and resourcing, with P&L-grade clarity.

Bring P&L-grade clarity and governance to your AI portfolio.

less wasted spend, clear governance

AI training & masterclasses

Custom masterclasses, workshops and internal courses that get teams genuinely using AI day to day.

Turn “we should use AI” into teams who actually use it every day.

40%+ adoption uplift

ROI figures are industry benchmarks for framing expected value, not guarantees. Actual results depend on scope, data quality and execution.