Advanced jobs

Harder bot jobs, and what it takes to do them well

Answering FAQs is easy. These 14 real-world jobs are not: each one needs the right tools, guardrails and a human in the loop. For every job you get why it is hard, a setup checklist, difficulty, matching bots and official docs.

All advanced jobs

Research-and-report agent

Searches many sources, cross-checks them and writes a cited report you can actually rely on.

Hard · 4/58 matching bots

Lead-gen and outreach workflow

Finds prospects, enriches them, writes personal messages and handles replies without burning your domain.

Hard · 4/58 matching bots

Codebase migration agent

Upgrades a framework, language version or API across a large repo without breaking production.

Very hard · 5/59 matching bots

Automated QA and end-to-end testing

Explores your app, writes tests, runs them on every release and tells you what really broke.

Hard · 4/56 matching bots

Customer support triage with escalation

Answers what it can, routes the rest, and hands off to a human with full context.

Hard · 4/58 matching bots

Data-pipeline and automation monitoring

Watches your workflows and data jobs, diagnoses failures and tells the right person what to fix.

Hard · 4/57 matching bots

Compliance and contract document review

Reads long documents, flags risks against your rules and shows exactly where it found them.

Very hard · 5/57 matching bots

Voice agent for appointment booking

Answers the phone, understands the caller, books into a real calendar and knows when to transfer.

Very hard · 5/57 matching bots

Multi-agent workflow orchestration

Several specialized agents hand work to each other, with state, retries and a person in the loop.

Very hard · 5/58 matching bots

AI code review gate

Reviews every pull request, flags real problems and enforces your standards before merge.

Hard · 3/55 matching bots

Browser agent for back-office tasks

Logs into web portals, fills forms and moves data between systems that have no API.

Very hard · 5/56 matching bots

Internal knowledge assistant with permissions

Answers staff questions from company documents and only shows what each person is allowed to see.

Hard · 4/58 matching bots

Invoice and finance back-office workflow

Reads invoices and requests, matches them to records and routes anything unusual for approval.

Very hard · 5/57 matching bots

Evaluating and regression-testing your agents

Measures whether your agent got better or worse every time you change a prompt, model or tool.

Hard · 4/55 matching bots

How we rate difficulty

Each job is scored from 1 to 5. Hard (3 to 4) means a capable team can do it with off-the-shelf tools plus careful review. Very hard (5) means mistakes are costly or the work spans many systems, so you need strong testing, narrow permissions and human approval before anything irreversible. These are our own judgements, not vendor claims.

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