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AI use cases

AI use cases — concrete, by business function

Not abstract promises — 30 concrete, production-ready AI use cases organized across six business functions. Each comes with a description and the service that delivers it. Start with one use case, measure the impact, then expand.

Customer support

5 use cases

Cut response times and deflect repetitive tickets without losing answer quality.

Ticket triage & routing

Classify every incoming ticket by topic, urgency, and language, then route it to the right queue or agent automatically.

Service

RAG support copilot

Answer customer questions from your own help docs and policies, with citations — accurate and always current.

Service

Inbound voice agent

Handle the 60% of inbound calls that are simple lookups and bookings, with a clean hand-off to a human for the rest.

Service

Agent reply drafting

Draft a context-aware reply for the human agent to review and send — keeps the human in control, removes the blank page.

Service

Sentiment & escalation detection

Flag frustrated customers and at-risk conversations early so a senior agent can step in before churn.

Service

Sales

5 use cases

Spend rep time on selling, not on data entry and qualification busywork.

Lead qualification & scoring

Score and qualify inbound leads against your ICP, enrich them, and route the hot ones to a rep within minutes.

Service

Personalized outreach drafting

Generate first-touch emails grounded in real signals about the prospect — not generic mail-merge templates.

Service

CRM data enrichment & cleanup

Fill the gaps in CRM records, deduplicate, and keep company and contact data current automatically.

Service

Proposal & quote drafting

Assemble a first-draft proposal from the deal context, your pricing rules, and past winning proposals.

Service

Call transcription & next steps

Transcribe sales calls, extract commitments and next steps, and write them straight into the CRM.

Service

Operations

5 use cases

Remove the manual glue work between systems and surface the knowledge buried in your documents.

Document processing & extraction

Turn PDFs, scans, and emails into structured data — fields validated, exceptions flagged for a human.

Service

Cross-system workflow automation

Automate a process that spans several SaaS tools, with the AI making the context-dependent decisions a script can't.

Service

Process anomaly detection

Spot the unusual orders, delays, or data patterns that signal a problem before it becomes an incident.

Service

Meeting summary & action items

Turn a recorded meeting into a structured summary with owners and deadlines, posted to the right channel.

Service

Finance

5 use cases

Automate the document-heavy, rule-bound work — with the audit trail a finance function requires.

Invoice processing & matching

Extract invoice data, match it to purchase orders, and flag mismatches — humans review only the exceptions.

Service

Expense categorization

Categorize expenses and receipts against your chart of accounts, learning your firm's specific rules.

Service

Financial report drafting

Generate a first-draft management report from the numbers — narrative, variances explained, ready for review.

Service

Fraud & anomaly detection

Combine ML anomaly detection on transactions with LLM-generated explanations for the compliance team.

Service

Contract financial-term review

Extract payment terms, penalties, and renewal clauses from contracts and flag the ones outside policy.

Service

Marketing

5 use cases

Scale content production and on-brand creative without scaling the headcount that produces it.

On-brand content generation

Draft articles, product copy, and social posts in your brand voice — a fine-tune locks the tone in place.

Service

SEO content briefs

Generate research-backed content briefs — intent, structure, entities — so writers start from a clear plan.

Service

Ad copy variants & testing

Produce dozens of on-brand ad variants for systematic A/B testing instead of guessing at one or two.

Service

Brand-consistent image generation

A brand-fine-tuned image pipeline that produces on-style visuals on demand — roughly 200 a day.

Service

Campaign performance summaries

Pull campaign data from every channel and write a plain-language summary with the recommended next move.

Service

HR & recruiting

5 use cases

Take the repetitive screening and policy-answering load off the team — with a human on every people decision.

CV screening & shortlisting

Screen applications against the role's real requirements and produce a ranked shortlist — a recruiter decides.

Service

Job description generation

Draft consistent, inclusive job descriptions from a short brief and the role's actual responsibilities.

Service

Onboarding assistant

Guide new hires through their first weeks — answering questions, surfacing the right doc at the right time.

Service

Internal policy Q&A

Let employees ask HR-policy questions and get cited answers from the actual handbook — no ticket needed.

Service

Interview note structuring

Turn rough interview notes into a structured, comparable scorecard against the role's criteria.

Service

Which use case would deliver the most value for you?

A 30-minute discovery call to pick the best first use case — we close with a concrete roadmap.

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