Where it clearly helped
Narrative structure, held steady across reports. Every report needs the same sections in the same order: scope of work, intended use and user, property description, market area, comparable analysis, reconciliation, and the certifications and limiting conditions. Generating that skeleton with headings and required elements pre-filled removed the two problems that cause rework — a missing section, and a section written in a different order than last time.
Neighbourhood and market descriptions written once, checked, then reused. The market area narrative for a subdivision you cover repeatedly does not need rewriting each time. Draft it once from your own data, verify it, and reuse it with the date updated. The tool's value here is in phrasing, not content: turning your notes into readable prose in a consistent voice.
Client updates and engagement letters. What you will do, by when, what you need from them, what it costs, and what you will not be doing. These repeat almost entirely, and a fixed template with the variables filled in removed the ambiguity that causes scope arguments later — particularly around intended use and who may rely on the report.
Where it nearly went wrong
Comparable analysis and adjustments. The core of the work, and the part a draft will narrate confidently from almost no input. Generated text describes comparables in persuasive language, which is precisely wrong: a comparable is a fact with a source, and an adjustment needs a stated basis. Every comparable, every adjustment and its support came from our own data and stayed in our own words.
The reconciliation. Drafts write a conclusion and then justify it, and the prose is smooth enough that the gap between analysis and opinion is hard to see. The reconciliation has to read as a weighing of what the data shows, written last, by the person who did the analysis. Generating it inverts the order of the work.
Scope, intended use and limiting conditions. These determine who may rely on the report and for what, and a draft will quietly widen them for readability — dropping a limiting condition, softening a scope boundary. They are quoted from your engagement terms, not paraphrased.
What stays in your hands
Three things, and they are the things the report is for: the comparable selection, the adjustments and their support, and the opinion of value. Everything else on this page delegates safely. If a paragraph would be quoted in a review or a dispute, write it yourself — the test is not whether it sounds right, it is whether you can defend it line by line.
Editing time, from our 30-day benchmark
Our 30-day test measured roughly 22 minutes of editing per 1,000 words on the low-cost dedicated writer against about 8 minutes on the general assistant — near $7 per piece of your time at $30 per hour. For appraisal work the saving is real but bounded: narrative consistency and client communication improve, while the analytical sections are unchanged because they were never going to be delegated.
A workflow that holds up
Generate the report skeleton with required sections and certifications pre-filled so nothing is omitted in a busy week. Draft market narratives from your own verified data and reuse them with updated dates. Quote scope, intended use and limiting conditions verbatim from your engagement terms. Do the comparables, adjustments and reconciliation before any narrative that describes them, and read the finished report as a reviewer would: does every conclusion trace back to data stated in the report itself?
Structure the report, own the opinion
Narrative consistency scales; the reconciliation does not delegate.
Try Rytr →Frequently Asked Questions
Can AI write an appraisal report?
It can produce a consistent skeleton with every required section and certification present. Comparables, adjustments and the opinion of value come from your analysis, in your words.
Is it safe for the reconciliation?
Write it last and yourself. Drafts state a conclusion and then justify it, which inverts the order the work was actually done in.
Can it help with market descriptions?
Yes, for phrasing. Draft from your own verified data, check it, then reuse with the date updated. Do not let a draft supply market facts.
What generated wording causes the most trouble?
Widened scope. Drafts soften limiting conditions and scope boundaries for readability, and those sentences determine who may rely on the report.
What should an appraiser set up first?
The report skeleton with mandatory sections and certifications, and a client update template stating intended use and reliance explicitly.