Use Cases
Real-world scenarios with measurable outcomes.
Explore scenarios showing how AI and automation can address specific problems. Review the situation, tools and workflow; illustrative outcomes are examples, not guarantees of results.
10-Person Dev Team Adds AI Code Reviewer, Cuts Cycle Time 30%
Engineering team wires an LLM into PR review as a first-pass gate.
3-Person Agency Outproduces 15-Person Competitors
Boutique agency uses AI ops across delivery, sales, and reporting.
Agency Builds SEO Clusters 4x Faster
A content agency moved from isolated briefs to connected authority maps for every client.
Agency Replaces an SDR Seat with an AI Employee
A 9-person agency ran an AI SDR with a job description, KPIs and weekly reviews.
Analyze Wallets With AI
AI profiling of 60 candidate wallets cut a week of manual review to an afternoon and identified 4 worth monitoring.
Automate DCA
Switching from daily manual buys to a weekly automated schedule cut fee drag from 4.1% to 0.3% of each buy and removed missed cycles.
Automate Portfolio Monitoring
A weekly automated snapshot with limit breach alerts replaced manual reconciliation and caught a protocol TVL collapse within hours.
Automate Repetitive Web3 Actions
Automating reward claims and gas top-ups with session keys and spend caps saved about 5 hours per month with no unbounded authority.
Automate Trading Alerts
Encoding invalidation levels as automated alerts removed screen-watching and caught two thesis breaks the trader would have slept through.
B2B Agency Books 3x More Meetings With AI SDR
A 12-person agency replaced two SDR seats with an automated pipeline.
B2B Sales Team Replaces 3 SDR Seats with AI SDR
20-person B2B company cuts outbound cost 70% and doubles pipeline.
B2B Team Cuts Outbound Cost 70% With AI SDR
A Series-A team replaced 2 SDR seats with 1 orchestrator + AI, without losing pipeline.
Boutique Agency 10x's SEO Output Without New Hires
A 6-person agency moved from 4 articles/month to 40+ via a programmatic + AI workflow.
Build An AI Crypto Research Agent
A read-only research agent produced daily briefings on a 30-token watchlist, cutting a 90-minute manual routine to a 10-minute review.
Build An AI Trading Assistant
An assistant that drafts and attacks its own trade plans raised plan completeness to 100% and rejected a fifth of setups on liquidity grounds.
Coach Automates Onboarding, Doubles Client Count
Executive coach removes the 4h admin tax on every new client.
Compare DEX Prices
Comparing net output instead of headline quotes recovered around 1.9% on a $180k swap by splitting it across two routes.
Consultancy Automates Weekly Market Scans
A sourced competitor and market diff replaced a manual research day.
Consultancy Productizes an Audit With AI Agents
A 4-person data consultancy turned its manual audit into a €2k self-serve product.
Consultancy Ships a Client-Wide MCP Server in 2 Weeks
A boutique AI consultancy replaces 6 bespoke Zapier flows with one MCP server.
Copy A Wallet
Adding filters and a hard per-trade cap turned an unprofitable copy setup into a break-even one — and revealed the edge was not transferable.
Course Creator Ships 4 Cohorts in a Year Solo
Independent educator uses AI across curriculum, marketing, and student support.
Create An On-chain Alert System
A purpose-built alert pipeline with enrichment and deduplication achieved a 30% action rate, versus near-zero for off-the-shelf feeds.
CS Team Builds AI Health Scores From Customer Signals
Customer success combined tickets, meetings, usage notes, and surveys into weekly account risk scores.
E-commerce Brand Automates 70% of Support Tickets
A DTC brand deployed a RAG support agent over policies, FAQs, and order data.
Ecom Store Cuts Support Tickets 40% With Agent
A DTC brand deflected 40% of tickets with a grounded AI agent — CSAT went up, not down.
Ecommerce Team Runs a Multi-Agent Catalog Pipeline
Three agents enrich, write and QA 12,000 product listings.
Faceless YouTube Channel Hits 100k Subs in a Year
Solo operator ships 3 videos/week using an AI production stack.
Finance Team Adds AI Controls Without Slowing Invoices
Invoice automation gained anomaly triage and human approvals for high-risk cases.
Finance Team Automates 14 Supplier Portals with Browser Agents
Weekly invoice retrieval from portals with no API or export.
Find Smart Money Activity
A research group verified 40 leaderboard wallets and kept only 11, turning a noisy signal source into a usable research queue.
Founder Becomes LinkedIn Category Voice in 90 Days
Founder posts 5x/week in her own voice using a ghostwriter stack.
Indie Hacker Launches Paid SaaS in 30 Days
One founder, one weekend of validation, one month to $2k MRR — with an AI-native stack.
Indie Hacker Ships a Micro-SaaS in 9 Days
A solo dev took an idea to paying users in under two weeks using an AI-first stack.
Law Firm Automates Intake, Cuts Response Time 90%
Mid-sized firm deploys an AI intake agent for after-hours leads.
Leadership Team Turns Meetings Into Decision Logs
Executives stopped losing decisions inside long transcripts and scattered notes.
Local Business Posting Weekly Reels With AI (Illustrative)
Illustrative example: a small café uses AI tools to post three short videos a week without a marketing team.
Monitor A Crypto Portfolio
Aggregating six addresses across three chains revealed that a portfolio believed to hold 14 positions actually held one concentrated bet.
Monitor Liquidity
Depth monitoring across 9 positions flagged three tokens as effectively unexitable at their current size, forcing a resize before it mattered.
Monitor Wallet Transactions
Alerting on the user's own wallet activity caught an unauthorised approval attempt and forced an approval cleanup that removed 14 standing allowances.
Ops Team Cuts Weekly Reporting Time by 80%
A lean operations team replaced manual reporting with an AI reporting dashboard.
Ops Team Replaces a Spreadsheet With a Vibe-Coded App
An operations lead turns an error-prone shared spreadsheet into a role-based internal tool.
Platform Catches a 19% Quality Drop Before Users Did
Continuous sampling and evals caught silent degradation after a model update.
Podcaster Turns One Episode Into 12 Assets
A weekly interview podcast now ships an article, a newsletter and 5 clips from every episode.
Product Team Finds Churn Signals Hidden in Feedback
A B2B SaaS surfaced repeated onboarding complaints before they appeared in churn reports.
Real Estate Agent Nurtures 500+ Leads Solo
Solo agent uses AI SMS + follow-up sequences to stay top-of-mind at scale.
Research A Token With AI
A structured AI research pass cut token screening from three hours to 35 minutes and produced documented passes instead of impulse entries.
SaaS Co. Cuts Support Tickets 40% With Internal Bot
A 50-person SaaS deployed a RAG bot over their help center and internal wiki.
SaaS Cuts AI Bill With Routing
Illustrative example: routing easy requests to a small model reduces spend while holding quality steady.
SaaS Cuts First-Response Time from 6h to 4min with an Agent
A 12-person SaaS shipped a tier-1 support agent and kept humans on exceptions only.
SaaS Support Team Automates Tier-1, Focuses on Retention
Support org deflects 55% of tickets and re-invests the time into proactive retention.
Sales Team Queries the CRM from Claude via MCP
One MCP server replaced three brittle chatbot integrations.
SEO Agency Ships 8,000 Programmatic Pages for a Client
Boutique SEO team uses AI + templates to ship a pSEO project in 5 weeks.
Solo Founder Vibe Codes a Booking App
A non-technical founder ships a niche booking product without hiring developers.
Solo Newsletter Operator Grows to 10k Subs in 6 Months
One operator using a repeatable content + growth loop.
Solo Podcaster Publishes Weekly Without Losing Weekends
Independent podcaster runs a full production pipeline as one person.
Solopreneur Ships 5 Posts a Day With a 2-Hour Week
A single operator runs blog, X, LinkedIn, and a newsletter using one content pipeline.
Support Team Replaces Wiki Sprawl With a Knowledge Graph
A support org connected policies, playbooks, tickets, and RAG answers into one system.
Tech Creator Replaces a Research Assistant With a Workflow
A YouTuber cut their research time per video from 8 hours to 90 minutes.
Track A Whale Wallet
A trader replaced noisy whale alerts with a labelled watchlist and counterparty classification, cutting alerts by 94% while keeping the useful ones.
Track Stablecoins
Monitoring stablecoin balances by chain and version surfaced $12k stranded in a bridged token with almost no exit liquidity.
Translation Agency Doubles Throughput With AI Assist
Boutique agency uses AI drafts + human editors for 2x speed at same quality.
Two-Founder Startup Ships Like a Team of Six
Coding agents plus a hard verification gate replaced three planned hires.