- How is this different from Koala or Surfer?
- Koala and similar tools generate from live results. Surfer scores a draft against those results. BenchWrite does the research, then refuses to print a figure it cannot tie to a named source. Ranking still depends on your domain and links. We do not sell first place.
- Will this rank my page?
- No tool can promise that. Ranking depends on your domain's authority, your link profile, competition for the query and how well the page answers it. What BenchWrite controls is the page itself: accurate figures with sources behind them, a structure that matches the query's intent, and clean technical markup. That is the part you can actually influence.
- Where do the figures come from?
- Live search results and the source pages behind them, plus any documents you add to the brand's knowledge base. Manufacturer and primary sources outrank aggregators, and every figure that survives is stored as an evidence row with its source URL, date and tier.
- What happens when two sources disagree?
- The run keeps the higher-tier figure and records the conflict rather than averaging them. If neither source is primary, the figure is held back and appears on the Pre-Publish checklist for you to resolve before publishing.
- Does it write in my voice?
- It builds a voice profile from writing samples you provide — sentence length, vocabulary, how much you hedge, how you open a section — and drafts against that profile rather than a generic house style. You can edit the profile directly.
- Can it publish to my site?
- Yes. Connect a WordPress site with an application password and BenchWrite uploads the images, rewrites the body against the uploaded URLs, and creates or updates the post with the title, slug, meta description and structured data. Re-publishing updates the same post rather than creating a duplicate.
- Is the output disclosed as AI-assisted?
- That is your call and your legal responsibility in your market. BenchWrite does not strip provenance signals or attempt to defeat AI detection; it improves the writing and verifies the facts. If your jurisdiction requires disclosure, disclose it.