Use Cases

Meet your new team members.

Every role below is an AI agent you can deploy today. Filter by department to see what's relevant for your team.

Customer Support

The Night-Shift Support Agent

The Problem

Customers wait hours for responses outside business hours.

The Solution

Deploy agents on Slack and Teams that handle L1 tickets 24/7 with knowledge-backed answers and source citations.

Human in the Loop

Escalates to humans when confidence is low.

The Outcome

Your customers never wait until Monday.

Customer Support

The Customer Success Agent

The Problem

Support response times are measured in hours, not seconds.

The Solution

Intercom triage with multi-agent handoff. Knowledge-backed responses with full conversation history.

Human in the Loop

Human takeover for escalations.

The Outcome

Response time drops from hours to seconds.

Customer Support

The Ticket Triage Specialist

The Problem

Support teams waste time categorizing, prioritizing, and routing tickets manually.

The Solution

Intent classification auto-tags, prioritizes, and routes incoming tickets to the right team or agent based on content and urgency.

Human in the Loop

Humans review misrouted or high-priority tickets.

The Outcome

Tickets reach the right person in seconds, not hours.

Sales & Revenue

The Sales Ops Analyst

The Problem

Sales reps spend mornings sorting through pipeline data.

The Solution

Agents qualify leads in Pipedrive, update Jira, and send weekly pipeline briefs to Slack automatically.

Human in the Loop

Human approves deal stage changes.

The Outcome

Your sales team wakes up to a prioritized pipeline.

Sales & Revenue

The Lead Qualification Agent

The Problem

Marketing generates leads but sales wastes time on unqualified ones.

The Solution

Agents score inbound leads against your ICP criteria, enrich with company data, and route hot leads directly to reps via Slack.

Human in the Loop

Sales reviews agent-scored leads before outreach.

The Outcome

Reps only talk to leads that match your ICP.

Sales & Revenue

The Proposal Drafter

The Problem

Writing proposals takes hours of copy-pasting from templates and CRM data.

The Solution

Agents pull deal context from Pipedrive, past proposals from the knowledge base, and generate tailored proposals ready for review.

Human in the Loop

Account executive reviews and personalizes before sending.

The Outcome

Proposals go out same-day instead of next-week.

Engineering

The Engineering Ops Bot

The Problem

On-call engineers get noise instead of context during incidents.

The Solution

Workflow agents run code review pipelines, monitor CI/CD, and trigger incident response playbooks via Git and Bitbucket.

Human in the Loop

Human-in-the-loop for production deploys.

The Outcome

Your on-call engineer gets context, not noise.

Engineering

The Code Review Assistant

The Problem

Pull requests sit for days waiting for reviewer bandwidth.

The Solution

Agents perform initial code review — checking style, test coverage, security patterns, and documentation — then flag issues before human review.

Human in the Loop

Senior engineers approve final merge.

The Outcome

PR cycle time drops from days to hours.

Engineering

The Incident Responder

The Problem

Incidents start with 30 minutes of context gathering before anyone can act.

The Solution

On alert trigger, agents pull logs from Sentry, recent deploys from Git, and related Jira tickets — delivering a full incident brief to the on-call channel.

Human in the Loop

Engineers decide on remediation actions.

The Outcome

Mean time to context drops from 30 minutes to 30 seconds.

HR & People

The HR Onboarding Coordinator

The Problem

New hires ask the same questions. HR answers them manually.

The Solution

Scheduled briefings for new hires, instant answers from the knowledge base, document processing for forms and policies.

Human in the Loop

HR reviews flagged edge cases.

The Outcome

New hires get answers instantly, HR gets their time back.

HR & People

The Policy Q&A Agent

The Problem

Employees DM HR with questions that are answered in the handbook nobody reads.

The Solution

A Slack-based agent answers policy questions instantly using the knowledge base — vacation rules, expense policies, benefits, remote work guidelines.

Human in the Loop

HR handles sensitive or ambiguous cases.

The Outcome

80% of routine HR questions answered without human involvement.

HR & People

The Interview Scheduler

The Problem

Coordinating interview slots across multiple interviewers takes hours of back-and-forth.

The Solution

Agents check calendar availability via Google Workspace, propose optimal slots, and send confirmations — all via email or Slack.

Human in the Loop

Recruiter confirms final schedule.

The Outcome

Interview scheduling goes from 2 days to 2 minutes.

Finance & Ops

The Expense Report Processor

The Problem

Finance manually reviews and categorizes hundreds of expense reports monthly.

The Solution

Agents parse receipts and expense forms, auto-categorize by policy rules, flag outliers, and prepare approval summaries.

Human in the Loop

Finance approves flagged or over-limit expenses.

The Outcome

Expense processing time cut by 70%.

Finance & Ops

The Vendor Invoice Matcher

The Problem

AP teams manually match invoices to POs and flag discrepancies.

The Solution

Agents extract invoice data, match against purchase orders, and flag mismatches — delivering a reconciled report to the finance channel.

Human in the Loop

AP team resolves flagged discrepancies.

The Outcome

Invoice matching goes from hours to minutes.

Marketing

The Content Brief Generator

The Problem

Marketing managers spend hours writing content briefs for every campaign piece.

The Solution

Agents analyze campaign goals, competitor content, and SEO data to generate structured content briefs with target keywords, outlines, and distribution plans.

Human in the Loop

Marketing lead reviews and adjusts strategy.

The Outcome

Content briefs generated in minutes, not days.

Marketing

The Social Listening Agent

The Problem

Brand mentions and competitor moves go unnoticed until someone manually checks.

The Solution

Agents monitor web sources, aggregate mentions, sentiment, and competitor activity — delivering daily digests to the marketing channel.

Human in the Loop

Marketing decides which signals to act on.

The Outcome

Your team never misses a market signal.

Leadership

The Executive Brief Writer

The Problem

C-suite asks for reports that take days to compile.

The Solution

Scheduled cron agents pull data from integrations, compile weekly and monthly briefs, deliver to Slack or Email.

Human in the Loop

Executives review and request drill-downs.

The Outcome

Your C-suite gets insights without asking.

Leadership

The Board Deck Preparer

The Problem

Preparing board materials requires pulling data from 6 different tools.

The Solution

Agents aggregate KPIs from Pipedrive, Jira, usage analytics, and financial tools — generating a structured board deck draft with charts and commentary.

Human in the Loop

CEO/CFO reviews and adds strategic narrative.

The Outcome

Board prep drops from 2 weeks to 2 days.

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