AI for editors and publishers
The editing is your craft and stays human. The inquiries, quotes, scope tracking, reminders and invoices around it are where the unbilled hours go. We build agents for that part, and nothing changes in your text without you.
Every inquiry needs a look at the manuscript, often a sample edit, a quote, a contract, a calendar slot, and later an invoice and a reminder. A 2026 survey of 397 freelancers by Smallpdf (all fields, not just editing) found 204 hours a year lost to admin, and 54% waiting more than a week to be paid (ContentGrip).
Extra rounds and new material arrive mid-project, and nobody counted. The Columbia Journalism Review described a freelancer who answered eight rounds of edits while a 1,700-word piece grew to about 2,500 words, for no extra pay (CJR).
Building the style sheet, checking spellings and capitalization, reference formats, and figure and table references: needed, but it takes time from the judgment work clients pay for.
Small presses and magazines get more submissions than readers.
Clarkesworld, a science-fiction magazine, closed to submissions in February 2023 after a flood of AI-generated stories (Neil Clarke). Staff are stretched, and replying to every author takes time.
What the agent does
What it never does
The agent reads the inquiry, gets the word count and document type, and drafts a quote from your rate card, proposes dates from your calendar and drafts the contract.
You review and send. Then it handles the deposit invoice, the final invoice and payment reminders. For firms with several editors, it can suggest which editor fits a job by genre and availability.
The agent logs each request against the agreed scope, counts revision rounds, and warns you when a request goes beyond them.
It drafts a priced change request for you to approve, and sends polite approval reminders that state the deadline impact. Worked example: how to stop scope creep with an AI agent that counts revision rounds.
The agent cleans formatting, drafts a style sheet, checks citations against the required style, and lists queries.
Every suggestion appears as a tracked change or comment. It makes no silent changes and does not rewrite.
The agent checks each submission against your guidelines (length, format, genre, completeness), sends acknowledgements and status replies, routes compliant pieces to the right reader and summarizes the cover letter. It does not accept or reject work and does not try to detect AI-written text.
A gentle nudge to previous authors and clients about the next book, a second edition or a new project, drafted for you to approve.
Illustration, not a client result
A worked example with assumed numbers. Suppose an editing firm gets 60 inquiries a month and each takes about 45 minutes of reading, quoting, contract and scheduling. That is 45 hours a month. If an agent prepares the first draft of the quote and contract and you only review, much of that time returns to editing or selling.
The numbers are assumptions to show the arithmetic. On the discovery call we ask for yours.
Illustration with assumed numbers, not a client result.
AI never changes your text without your approval. This is a firm rule, not a setting.
Confidential manuscripts stay confidential. We use providers with contractual no-training terms or process on infrastructure you control, and we do not upload full manuscripts to consumer tools. Check your own author contracts; we will work within them.
Admin first, editing never. Agents handle intake, quotes, scheduling, scope and invoices.
Start small. One workflow, a weekly demo and a fixed-price quote before anything is built.
A free call to understand your business and where the time goes.
We map the workflow, measure the baseline and deliver a prioritized roadmap with a fixed-price quote.
We build the first agent, show progress every week and launch with human approval switched on.
Once it works, we add agents and keep everything monitored and tuned.
No. Agents handle admin and mechanical checks. Anything that touches the text appears as a suggestion for you to accept or reject.
We design for confidentiality: no training on your data, minimal access, and your contracts come first. See data safety in our FAQ.
It depends on volume. Firms with several editors, content agencies and academic or corporate editing businesses usually get the most. We start with one small fixed-price workflow, and we will tell you if it is not worth it yet.
Yes, by counting rounds against your contract and drafting a priced change request for you to approve.
Every engagement starts with a free discovery call and an assessment that ends in a fixed-price quote for the first agent, so you know the cost before anything is built.
Usually intake and quotes, or scope tracking if unbilled extra rounds are the bigger pain.
Worked examples (illustrations, not client results):
Other industries: contractors and home services, translation agencies, short-term rental hosts and managers.
Book a free discovery call. We will look at one workflow, show what an agent could take off your plate, and leave the editing to you.
Book a free discovery call