Make specifications AI can read and cite
Engineers and procurement teams ask AI for specifications, certifications and compatible applications, and the answer comes from whichever page states them most clearly. flowgen finds those questions, checks whether your specification pages can be read and cited, and fixes the ones that cannot.
Industrial pumps are the sample story on this page · demo data- Published: pump selection table by process temperature
- Create: ATEX certification page in plain text
- Fix: 4 answers quoting a retired maximum temperature
- Measure: “pumps rated for 150 °C” before and after
From the question to the answer AI gives
Six steps, one loop. A person approves before anything is published.
Find the specification questions engineers ask AI
Find the specification, certification and application questions engineers ask AI.
Explore flowgen AI Demand → 02UnderstandSee which datasheets AI can read, and which it cannot
Check whether your datasheets are text AI can read, or images and PDFs it cannot, and which facts disagree across pages.
Explore flowgen AI Visibility → 03UnderstandCheck the ratings and certifications AI repeats
Temperature ratings, certifications and compatibility claims are checked against your verified specifications, and outdated ones are flagged with their source.
Explore Brand Knowledge → 04ActTurn specifications into pages and tables AI can cite
Turn specifications into structured pages and tables from verified facts, with certifications stated in plain text.
Explore flowgen Content Studio → 05ActPublish to your site and the catalogues AI cites
The same structured specification goes to your site, distributor catalogues and the engineering directories AI cites for your category.
Explore flowgen Distribution → 06ImproveMeasure which specification questions now cite you
Measure which specification questions now cite your pages, and catch outdated ratings as they appear.
Explore flowgen Performance →What one brand in this industry would see
The questions buyers ask, and what sits behind the answer. Illustrative, with demo data.
- Which pump models are rated for 150 °C process fluids?Competitors only
- ATEX certified pumps for chemical plantsNot named
- Pump maintenance interval for slurry applicationsNo brand named
- Best industrial pump manufacturers in KoreaYou and competitors
- Replacement parts compatibility between pump generationsNot named
Rated for process fluids up to 120 °C
OutdatedATEX certified for zone 1
Matches your factsSpare parts compatible across all generations
IncorrectRecommended maintenance interval for slurry
Not stated on your site
The numbers that move first
Read before promising revenue in week one.
- Specification pages AI can parse
- Citations on specification and certification questions
- Outdated ratings corrected at the source
Be in the answer on
Find the gaps. Create the content. Measure the change.