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Use cases

The concrete, from the angle of your stakes

A real client case, then three representative scenarios. Each time: your problem, the stake, the result

The first case is real (volumes observed in production). The others are representative illustrative scenarios; their orders of magnitude are to be confirmed for each context.

Real case · Recruitment

Triaging 2,250+ applications a cycle, without extra staff

Profile · Recruitment firm · 2 agents in production

Context
45 roles open in parallel, 50+ applications each. A volume impossible to handle by hand without missing the right profiles.
Stake
Every day late on a shortlist is a strong candidate snapped up elsewhere and a client growing impatient. And business development always comes after operations.
Response
Two agents run in production. One scores applications in the ATS by your criteria and surfaces the best profiles. The other feeds the founder’s communication — up to five posts a week — to keep the deal flow alive.

Result

2,250+

qualified applications triaged / cycle

5 / wk

posts produced, by the founder

Stack & integrations ATS, publishing tools. Bespoke agents, owned by the client.

Illustrative · Industry

Answer before the competitor, and win the deal

Profile · Industrial SME · ~80 employees

Context
Growth held back by slow sales responses.
Stake
Technical quotes took several days. Tenders were dropped for lack of time, and deals went to faster competitors.
Response
An agent connected to the ERP and the technical database handles assisted drafting and applies pricing rules. The sales team validates and sends, faster.

Result

−60%

off a quote’s lead time

+35%

more tenders handled, without hiring

Quote production time

BEFORE100%AFTER40%

Stack & integrations ERP, technical document base. Bespoke agent, owned by the client.

Illustrative · Services

Ease the support load without sacrificing satisfaction

Profile · B2B services company · ~40 employees

Context
A support desk overwhelmed by business growth.
Stake
Rising repetitive requests, lengthening response times, falling satisfaction and a team under strain.
Response
An agent connected to the ticketing tool and knowledge base handles common requests and routes complex cases to the right person.

Result

~40%

of tickets handled without humans

−70%

first-response time

Manual support load

BEFORE100%AFTER60%

Stack & integrations Ticketing tool, knowledge base. Bespoke agent, owned by the client.

Illustrative · Distribution

Eliminate data entry, make closings reliable

Profile · Distribution / wholesale · ~150 employees

Context
A billing back-office under constant pressure.
Stake
Manual processing of large volumes of invoices and purchase orders, data-entry errors, slow closings and teams tied up on no-value tasks.
Response
An agent connected to the ERP and EDM reads and extracts automatically, reconciles data and flags anomalies. Human review focuses on the flagged cases.

Result

~70%

of invoices processed automatically

10+ h

freed every month

Manual invoice entry

BEFORE100%AFTER30%

Stack & integrations ERP, EDM, accounting tools. Bespoke agent, owned by the client.

45 minutes with an expert. You leave with a plan, not a pitch

45 minutes with an expert. You leave with a plan, not a pitch

By the end of the conversation, you leave with three prioritised levers for your business, a first estimate of what they can earn you, and concrete next steps — whether or not you decide to work with us.

Book my free diagnostic

Free · No commitment · Confidential · 45 minutes