# Can an agent do…? > A straight answer for every job people are trying to hand to an AI agent. Four verdicts, a breakdown of every step, what still needs a human, and a prompt you can run today. Last reviewed: 2026-08-15. 65 jobs rated across 12 industries. ## The four verdicts - **YES** — Runs end to end. An agent does the whole job. You look at the output, not the work. - **MOSTLY** — Agent does it, you sign off. An agent does the work and hands you a decision. Minutes a day, not hours. - **HALF** — The grind yes, the judgement no. An agent clears the mechanical majority. The part people are paid for stays yours. - **NOT YET** — Still a human job. An agent can assist around the edges. Handing it the job would be a mistake. Verdicts reflect both capability and consequence: a job whose failure mode is severe and hard to reverse is rated lower than its technical difficulty alone would suggest. ## Verdicts by job ### Can an agent do data entry? **YES** — Yes. This is the least ambiguous answer on the site. Moving information from one place to another — reading documents, extracting fields, putting them in a system — is fully agent work and has been for a while. Source: https://cananagentdo.com/data-entry ### Can an agent process documents? **YES** — Yes. Reading, classifying, extracting, filing and acting on documents is one of the strongest agent capabilities. It handles the messy real-world paperwork that defeated a decade of OCR products. Source: https://cananagentdo.com/document-processing ### Can an agent do QA testing? **YES** — Yes. Writing tests, running regression suites, driving the browser and reporting reproducible failures is dependable agent work, and it removes the manual regression pass that everyone hates and eventually skips. Source: https://cananagentdo.com/qa-testing ### Can an agent do lead generation? **YES** — Yes. Finding, enriching, qualifying and prioritising prospects is now fully agent work. The bottleneck moved from how many leads you can find to whether the definition you gave the agent was any good. Source: https://cananagentdo.com/lead-generation ### Can an agent do order management? **YES** — Yes. Watching orders, catching the ones that stall, chasing the warehouse and telling the customer before they have to ask is relentless, low-judgement work — which is precisely the shape an agent is built for. Source: https://cananagentdo.com/order-management ### Can an agent do helpdesk triage? **YES** — Yes. Reading a ticket, working out what it is really about, tagging it and putting it in front of the right person is exactly what language models do well — and it is the step where human queues quietly lose hours. Source: https://cananagentdo.com/helpdesk-triage ### Can an agent do accounts receivable? **YES** — Yes, with one boundary. An agent runs the entire receivables cycle — ageing, chasing, escalating, reconciling, reporting. Where it stops is the decision to damage a customer relationship, which should stay a human call. Source: https://cananagentdo.com/accounts-receivable ### Can an agent build reports and dashboards? **YES** — Yes. Pulling from several systems, reconciling the definitions, building the view and explaining what moved is exactly what agents do well — and it removes the recurring tax of someone rebuilding a spreadsheet every Monday. Source: https://cananagentdo.com/reporting-dashboards ### Can an agent do bug triage? **YES** — Yes. Reading a bug report, reproducing it, finding the likely cause, checking for duplicates and routing it to the right team is exactly the work that clogs engineering queues — and an agent does it in minutes. Source: https://cananagentdo.com/bug-triage ### Can an agent do invoicing? **YES** — Yes. Invoicing is the cleanest agent job there is: the inputs are structured, the rules are yours, and the output is checkable in seconds. An agent raises, sends, chases and reconciles invoices end to end. Source: https://cananagentdo.com/invoicing ### Can an agent do prospect research? **YES** — Yes, and this is one of the clearest wins on the site. An agent produces a better pre-meeting brief in four minutes than a rep produces in forty, because it reads everything rather than the first page of results. Source: https://cananagentdo.com/prospect-research ### Can an agent write documentation? **YES** — Yes, and it fixes the real problem, which was never writing documentation but keeping it true. An agent regenerates docs as the code changes, which no human team has ever sustainably managed. Source: https://cananagentdo.com/documentation ### Can an agent do CRM data entry? **YES** — Yes, unambiguously. Nobody has ever wanted to update a CRM and the data has always been bad as a result. An agent reads the emails, calls and calendar and keeps the record true without anyone being nagged. Source: https://cananagentdo.com/crm-data-entry ### Can an agent do competitor research? **YES** — Yes. Watching what competitors publish, price, ship and hire for is continuous, tedious and entirely observable — an agent does it properly, which is more than any quarterly deck has ever managed. Source: https://cananagentdo.com/competitor-research ### Can an agent do appointment scheduling? **YES** — Yes. Negotiating a time across calendars, timezones and preferences is a solved agent job, and it removes one of the most persistent sources of small daily friction in any business. Source: https://cananagentdo.com/appointment-scheduling ### Can an agent do expense reports? **YES** — Yes. Reading a receipt, applying a policy and filing a claim is a solved problem for agents. The genuine improvement is not speed, it is that policy gets applied consistently instead of depending on who is checking. Source: https://cananagentdo.com/expense-reports ### Can an agent take meeting notes? **YES** — Yes, and it has been true long enough to be boring. Transcription, summary, decisions and actions routed to the right place is a solved job. The remaining question is whether anyone reads the output. Source: https://cananagentdo.com/meeting-notes ### Can an agent do contract administration? **YES** — Yes. Tracking what you signed, when it renews, what it obliges you to do and when notice is due is pure record-keeping — and it is the administration failure that quietly costs businesses the most money. Source: https://cananagentdo.com/contract-admin ### Can an agent do transcription? **YES** — Yes. Transcription is solved to a standard that beats most human transcribers on speed and matches them on accuracy for clear audio, at a fraction of a cent per minute. Source: https://cananagentdo.com/transcription ### Can an agent do customer service? **MOSTLY** — Mostly. An agent resolves the routine majority — where is my order, how do I change this, why was I charged — properly rather than deflecting. What it must not do is decide alone when a customer is angry, vulnerable, or about to leave. Source: https://cananagentdo.com/customer-service ### Can an agent do live chat? **MOSTLY** — Mostly. Live chat is where agents outperform humans on speed and lose on empathy. Answer instantly, act on real account data, and hand over the moment the conversation stops being transactional. Source: https://cananagentdo.com/live-chat ### Can an agent write code? **MOSTLY** — Mostly. An agent writes, tests and ships real features in a codebase it can read, and it does so faster than a person. It cannot decide what to build, and it degrades badly as a system gets large and undocumented. Source: https://cananagentdo.com/coding ### Can an agent do admin work? **MOSTLY** — Mostly. The inbox triage, the filing, the chasing, the scheduling, the form-filling — an agent does the great majority of what a competent assistant does. What it lacks is knowing which of your relationships need care. Source: https://cananagentdo.com/admin ### Can an agent do SEO? **MOSTLY** — Mostly. Technical audits, internal linking, schema, briefs and refreshes are agent work now, and tedious enough that they usually go undone. What an agent cannot manufacture is the authority, originality and relationships that decide who actually ranks. Source: https://cananagentdo.com/seo ### Can an agent do bookkeeping? **MOSTLY** — Mostly. Bookkeeping is pattern-matching against rules you have already decided, which is exactly what agents are good at. An agent keeps the books daily and hands you an exceptions list. You review that list, not the ledger. Source: https://cananagentdo.com/bookkeeping ### Can an agent do community moderation? **MOSTLY** — Mostly. An agent reads context far better than a keyword filter, catches spam instantly and applies your rules consistently. Bans, appeals and anything involving a real person’s safety should stay human decisions. Source: https://cananagentdo.com/community-moderation ### Can an agent do data migration? **MOSTLY** — Mostly. Mapping fields, transforming records, handling the messy exceptions and reconciling counts is exactly the work that makes migrations drag on. Keep a human on the cutover, because that step is not reversible. Source: https://cananagentdo.com/data-migration ### Can an agent do security monitoring? **MOSTLY** — Mostly, for detection and triage rather than response. An agent watches logs continuously, investigates alerts and separates the noise from the real signal. Containment actions should stay with a person who can be woken up. Source: https://cananagentdo.com/security-monitoring ### Can an agent do data analysis? **MOSTLY** — Mostly. An agent cleans, queries, models and visualises quickly and competently. The risk is not that it computes wrongly — it is that it answers the question you asked rather than the one you meant. Source: https://cananagentdo.com/data-analysis ### Can an agent do financial reporting? **MOSTLY** — Mostly. An agent assembles the numbers, builds the pack and writes a first-draft commentary that is genuinely useful. What it cannot do is know which number the board is actually worried about this quarter. Source: https://cananagentdo.com/financial-reporting ### Can an agent do cold email? **MOSTLY** — Mostly. An agent researches, writes, sequences and follows up better than most humans do at volume. Keep a person on the send button until you trust the list, because the failure mode is reputational rather than merely wasteful. Source: https://cananagentdo.com/cold-email ### Can an agent do email marketing? **MOSTLY** — Mostly. Segmentation, lifecycle flows, personalisation and testing are agent work and benefit from an operator that never gets bored. Keep approval on anything going to your whole list. Source: https://cananagentdo.com/email-marketing ### Can an agent do inventory management? **MOSTLY** — Mostly. Tracking stock, forecasting demand, spotting the lines about to run out and drafting purchase orders is dependable agent work. Committing money to a supplier should stay a person’s decision. Source: https://cananagentdo.com/inventory-management ### Can an agent do market research? **MOSTLY** — Mostly, for desk research. An agent gathers, synthesises and structures published information at a scale and speed no analyst matches. It cannot generate primary insight, and it will present a confident synthesis of thin sources. Source: https://cananagentdo.com/market-research ### Can an agent handle refunds and returns? **MOSTLY** — Mostly, inside limits you set. An agent applies your returns policy consistently, generates labels, tracks the parcel and issues the refund. Above a value threshold or outside policy, a person should decide. Source: https://cananagentdo.com/refunds ### Can an agent do HR admin? **MOSTLY** — Mostly. Records, leave, policy questions, contract generation and reminders are routine and rules-based. Anything involving how a person is doing — performance, conflict, grievance, exit — should never route through an agent. Source: https://cananagentdo.com/hr-admin ### Can an agent do customer research? **MOSTLY** — Mostly, for analysing what customers have already said. An agent reads every ticket, review, call transcript and survey response and finds the patterns nobody has time to look for. It cannot conduct the interview. Source: https://cananagentdo.com/customer-research ### Can an agent write proposals and quotes? **MOSTLY** — Mostly. An agent assembles a proposal from your past work, your pricing and the notes from the call, and gets you to a strong draft in minutes. Pricing and scope commitments should still be a decision you make. Source: https://cananagentdo.com/proposals ### Can an agent do compliance checks? **MOSTLY** — Mostly, for monitoring rather than for deciding. An agent checks documents, expiries, and records against a checklist continuously and never forgets. Signing off compliance remains a named human responsibility, usually by law. Source: https://cananagentdo.com/compliance-checks ### Can an agent do code review? **MOSTLY** — Mostly, as the first pass rather than the last. An agent catches the mechanical problems reliably and never gets bored on the four hundredth PR. It cannot tell you the change is a bad idea, which is what senior review is for. Source: https://cananagentdo.com/code-review ### Can an agent do translation? **MOSTLY** — Mostly. For business content in major language pairs, agent translation is good enough to publish with a native review. For anything legal, medical, marketing-critical or culturally loaded, a professional translator is still the right call. Source: https://cananagentdo.com/translation ### Can an agent make presentations? **MOSTLY** — Mostly. An agent assembles a structured, on-template, factually correct deck from your data in minutes. The narrative — what this audience needs to believe and in what order — is still yours. Source: https://cananagentdo.com/presentations ### Can an agent do employee onboarding? **MOSTLY** — Mostly. The logistics of a new starter — accounts, equipment, paperwork, training, the first-week schedule — are checklist work an agent runs flawlessly. The welcome itself has to come from people. Source: https://cananagentdo.com/employee-onboarding ### Can an agent book travel? **MOSTLY** — Mostly. Researching options against your real constraints and preferences is where an agent beats a booking site. Actually paying should stay a human action, because travel changes are expensive and awkward to unwind. Source: https://cananagentdo.com/travel-booking ### Can an agent do sales? **HALF** — Half, and the halves are unequal. An agent does the research, the outreach, the follow-up and the admin — roughly two-thirds of a salesperson’s week. It does not do discovery, negotiation, or the part where someone decides to trust you. Source: https://cananagentdo.com/sales ### Can an agent do recruitment? **HALF** — Half, and the boundary is unusually sharp. Sourcing, screening, scheduling and coordination are agent work. Assessment is not — partly because agents judge candidates poorly, and partly because automated hiring decisions carry legal exposure in the EU and parts of the US. Source: https://cananagentdo.com/recruitment ### Can an agent write content? **HALF** — Half. An agent gets you a structurally sound draft in minutes and will never get you a piece worth sharing on its own. The gap is not writing ability — it is that it has nothing of its own to say. Source: https://cananagentdo.com/content-writing ### Can an agent do accounting? **HALF** — Half. An agent handles the ledger — categorising, reconciling, chasing receipts, drafting the month-end pack. It cannot sign off on your accounts, take a position on a grey tax treatment, or carry the liability when a regulator disagrees. Source: https://cananagentdo.com/accounting ### Can an agent do social media? **HALF** — Half. Scheduling, repurposing, listening and reporting are fully agent work. Being interesting is not — and on social, being interesting is roughly the whole job. Source: https://cananagentdo.com/social-media ### Can an agent do project management? **HALF** — Half. An agent handles the administration of a project — status, chasing, updating, reporting, spotting slippage — better than most people do. It cannot do the part that is about people, which is the part projects fail on. Source: https://cananagentdo.com/project-management ### Can an agent do legal research? **HALF** — Half. An agent searches, summarises and organises legal material quickly, which is most of a junior lawyer’s week. It also invents citations that do not exist, and courts have sanctioned lawyers for filing them. Source: https://cananagentdo.com/legal-research ### Can an agent manage paid ads? **HALF** — Half. An agent builds, monitors, reports and generates creative variations tirelessly. Letting it move budget unsupervised is a fast way to spend real money on a hypothesis it formed from three days of noisy data. Source: https://cananagentdo.com/paid-ads ### Can an agent do copywriting? **HALF** — Half. An agent generates twenty competent variations faster than a copywriter writes one, which is genuinely useful for testing. Choosing the one that is actually right still needs someone with taste and context. Source: https://cananagentdo.com/copywriting ### Can an agent do procurement? **HALF** — Half. An agent runs the process — requests, quotes, comparisons, compliance checks, records — competently. The commercial half, where price and terms come from a relationship, is not something it can participate in. Source: https://cananagentdo.com/procurement ### Can an agent screen CVs? **HALF** — Half, with a firm line through the middle. Parsing, organising and checking objective requirements: yes. Rating candidates or ranking them for interview: no — it is unreliable, it encodes historical bias, and in several jurisdictions it is regulated. Source: https://cananagentdo.com/cv-screening ### Can an agent do graphic design? **HALF** — Half. Production design — resizing, adapting, generating variations within an established system — is agent work. Creating the system, and knowing which of a hundred options is right, is not. Source: https://cananagentdo.com/graphic-design ### Can an agent review contracts? **HALF** — Half. An agent reads a contract faster than you and reliably extracts the terms, deadlines and deviations from your standard. What it cannot do is tell you which risk actually matters given what you know about the other side. Source: https://cananagentdo.com/contract-review ### Can an agent do payroll? **HALF** — Half. An agent prepares payroll well — collecting hours, applying rules, catching anomalies before they become wrong payslips. Running it is a different matter: payroll errors hit real people on a fixed date and are painful to reverse. Source: https://cananagentdo.com/payroll ### Can an agent raise investment? **NOT YET** — No. An agent handles the mechanics well — investor research, the data room, the diligence questions, the tracker. Investors are buying conviction from a specific founder, and there is no version of that which survives being delegated. Source: https://cananagentdo.com/fundraising ### Can an agent manage people? **NOT YET** — No, and it is not close. An agent can take the administration out of managing — the tracking, the reminders, the reporting. Management itself is a relationship in which someone’s livelihood and growth are at stake, and that requires a person who is accountable to them. Source: https://cananagentdo.com/people-management ### Can an agent negotiate? **NOT YET** — No. An agent can prepare a negotiation extremely well — positions, precedents, walkaway numbers, likely objections. It cannot conduct one, because negotiation runs on leverage, relationship and the ability to be believed when you say no. Source: https://cananagentdo.com/negotiation ### Can an agent do strategy? **NOT YET** — No. An agent produces a competent strategy document quickly, and competent strategy documents are worthless. Strategy is choosing what not to do, under uncertainty, with something at stake — and an agent has nothing at stake. Source: https://cananagentdo.com/strategy ### Can an agent do performance reviews? **NOT YET** — No. An agent can assemble the evidence — what shipped, what was said, what the numbers did — and that genuinely improves reviews. Writing or deciding the assessment is a different act, and delegating it is both unfair and, where it affects pay or promotion, legally exposed. Source: https://cananagentdo.com/performance-reviews ### Can an agent handle a crisis? **NOT YET** — No. In a crisis the fluent, reasonable, slightly generic response is the worst possible output, and that is exactly what an agent produces under pressure. Monitoring and drafting support are useful; the words that go out must be a person’s. Source: https://cananagentdo.com/crisis-communications ### Can an agent do coaching? **NOT YET** — No. An agent will hold a structured, patient, well-informed conversation, which is genuinely more than nothing. Coaching works because someone who knows you is invested in your growth and will say the thing you do not want to hear, and that requires a stake. Source: https://cananagentdo.com/coaching ## By industry ### Can an agent run an ecommerce business? Most of the operating work, yes. Support, order chasing, returns, listings, inventory and reporting are all agent-ready. Buying decisions, brand and supplier relationships are not — which is roughly what a good ecommerce owner should have been spending their time on anyway. Source: https://cananagentdo.com/ecommerce ### Can an agent run an agency? Not run one, but it can take back most of the non-billable week. Reporting, invoicing, project admin, proposals, research and QA are agent work. Client relationships and creative judgement — the two things clients actually pay for — are not. Source: https://cananagentdo.com/agency ### Can an agent run a SaaS company? A large share of the operating functions, yes. Support, QA, documentation, CRM hygiene, reporting, lifecycle email and bug triage are all agent-ready. Product decisions, architecture and the customer relationships that renew contracts are not. Source: https://cananagentdo.com/saas ### Can an agent run a small business? It can run the back office, which for most small businesses is the difference between working evenings and not. Invoicing, bookkeeping, admin, scheduling, chasing and basic customer service are all agent work today. Source: https://cananagentdo.com/small-business ### Can an agent do professional services work? The preparation, not the advice. Research, document review, drafting, chronologies, admin and compliance tracking are agent work. Signing, advising and carrying professional liability remain human by both practice and regulation. Source: https://cananagentdo.com/professional-services ### Can an agent do healthcare admin? The administration, yes — scheduling, records, coding, correspondence and reminders. Anything clinical, and anything that touches a patient in distress, should not be automated. The regulatory bar here is higher than anywhere else on this site. Source: https://cananagentdo.com/healthcare ### Can an agent do construction admin? The paperwork, which on most sites is the real bottleneck. Quotes, invoices, purchase orders, compliance certificates, supplier chasing and scheduling are agent work. Nothing on site is. Source: https://cananagentdo.com/construction ### Can an agent run a restaurant’s admin? The back office, yes. Bookings, supplier orders, rotas, invoices, reviews and stock are agent work. The floor, the kitchen and the welcome are not, and in hospitality those are the entire product. Source: https://cananagentdo.com/restaurant ### Can an agent do logistics admin? The documentation and coordination layer, yes. Consignment paperwork, tracking, exception chasing, customs documents and invoice reconciliation are agent work. Physical operations and carrier relationships are not. Source: https://cananagentdo.com/logistics ### Can an agent do real estate admin? The coordination and paperwork, yes — enquiries, viewings, listings, contracts, compliance documents and chasing. Valuing a property and closing a sale stay human, because both turn on judgement about people as much as about buildings. Source: https://cananagentdo.com/real-estate ### Can an agent do nonprofit admin? A great deal of it, and the case is unusually strong because every hour saved goes straight back to the mission. Donor admin, grant paperwork, reporting, bookkeeping and scheduling are all agent work. Fundraising relationships are not. Source: https://cananagentdo.com/nonprofit ### Can an agent do media and publishing work? The production layer, yes. Transcription, repurposing, SEO, scheduling, translation and archive work are agent-ready. Reporting, judgement about what is true, and having something worth saying are not. Source: https://cananagentdo.com/media ## Notes for citation - Total hours per week across all rated jobs: 490. This is the size of the category, not a claim about any one business — nobody performs all of these jobs. - Costs on each page are indicative ranges for a small European business. - These are editorial judgements about the state of the tooling, not guarantees, and several would have been a tier lower eighteen months ago. - Method and rating criteria: https://cananagentdo.com/method - Published by Ogento (https://ogento.ai), who build agents commercially.