Use Cases

Real problems, solved with agents.

Not hypothetical “what if” scenarios. These are the kinds of problems businesses bring to us every week, and how agent systems solve them.


If you're a Sales Manager

Your sales team spends half their day on follow-up emails that never get sent.

The situation

Your reps close well in meetings but the follow-up game is terrible. Leads go cold because nobody sends the recap email, the proposal, or the check-in three days later. You've tried CRM automations but they send generic templates that prospects ignore.

What we build

An agent that listens to your meeting notes (or a quick voice memo), drafts personalized follow-ups in your rep's voice, sends them on schedule, and flags when a prospect re-engages. Not a template. A thoughtful email that references what was actually discussed.

The result

Every lead gets followed up within an hour. No more "I forgot to send that."


2 agents·Email, Slack

If you're a Head of Support

You have 200 support tickets a day and three people answering them.

The situation

Most tickets are the same 30 questions asked different ways. Your team spends their day copying from a knowledge base and tweaking the wording. The hard tickets (billing disputes, technical bugs, angry customers) get delayed because your team is buried in routine work.

What we build

A frontline agent handles the routine 70% (returns, order status, how-to questions) using your actual knowledge base and past ticket history. It escalates the hard stuff to your human team with full context already attached. A second agent monitors quality: if the AI response doesn't match your tone or misses something, it flags it before sending.

The result

Your three humans now handle 60 tickets instead of 200. Response time drops from 4 hours to 12 minutes.


3 agents·Web chat, Email

If you're a HR Director

You're hiring for 5 roles and drowning in 400 resumes you can't properly review.

The situation

You know the best candidates are in that pile somewhere, but your team is skimming resumes for 30 seconds each and making gut calls. Good people get missed. The ones that make it through get a generic "we received your application" and don't hear back for weeks.

What we build

An agent reads every resume against your actual job requirements. Not keyword matching, but understanding whether someone's experience is genuinely relevant. It ranks candidates, writes a one-paragraph summary of why each one fits (or doesn't), and sends personalized status updates to every applicant automatically.

The result

Every resume gets a real review. Your team sees a shortlist of 20, not a pile of 400.


2 agents·Internal API, Email

If you're a Product Lead

Your competitors launched three new features last month and you found out from a customer.

The situation

You check competitors' websites occasionally but there's no system. Someone mentions a competitor's new feature in a sales call and everyone scrambles to understand what it means. By the time you react, you're already behind.

What we build

A monitoring agent watches your competitors' websites, changelogs, social media, and review sites daily. When something changes, an analyst agent evaluates the impact: is this a threat, an opportunity, or noise? You get a weekly briefing delivered to Slack with only the things that actually matter.

The result

You hear about competitive moves within 24 hours, not 3 months.


3 agents·Slack, Email

If you're a General Counsel

Every contract review takes your legal team two weeks and costs you deal velocity.

The situation

Your lawyers are reviewing NDAs and vendor contracts manually, reading every clause even though 80% of them are standard. The bottleneck isn't legal judgment. It's the time spent reading boilerplate before getting to the clauses that actually need human attention.

What we build

Specialist agents analyze contracts in parallel: one for liability, one for compliance, one for financial terms. A lead agent synthesizes findings and highlights only the non-standard clauses that need human review. Runs on your own infrastructure so contract data never leaves your network.

The result

Two-week reviews become two-day reviews. Your lawyers focus on judgment calls, not reading boilerplate.


4 agents·Internal API

If you're a Marketing Director

Your content team can't keep up with the blog, social, and newsletter calendar.

The situation

You need 3 blog posts, 15 social posts, and a newsletter every week. Your two-person team is either behind schedule or publishing rushed work. You've tried AI tools but everything sounds the same and doesn't match your brand voice.

What we build

A research agent gathers topics from industry trends, your analytics, and competitor content. A writing agent drafts in your brand voice (trained on your best-performing content, not generic prompts). A review agent checks every piece against your style guide, fact-checks claims, and scores readability before it hits your approval queue.

The result

Your content calendar stays full. Your team reviews and approves instead of writing from scratch.


3 agents·Slack, Email

See yourself in any of these?

30-minute call. We'll tell you honestly whether agents are the right fit for your problem.