How we do research

1. 01
   Stated method

   Every study opens with what was measured, over what period, and how the sample was drawn. If a figure cannot be sourced, it is not published.

2. 02
   Attributable sources

   Third-party data is linked to its origin in the body of the piece, and every claim carries the date it was made.

3. 03
   Separated from commercial work

   Sponsored content is labelled as sponsored at the top of the page. Research is never commissioned by a vendor covered in it. See how we work.

4. 04
   Not procurement advice

   Our coverage of vendors and products is journalism. Nothing here is a recommendation to buy, renew or terminate any product - see the full statement.

1. 01
   The category map

   Who competes, how the approaches differ, which team size each suits.

2. 02
   The practitioner breakdown

   A real process taken apart stage by stage - where it actually slows down or fails.

3. 03
   The tool teardown

   One product examined against the workflow it claims to fix. Where it holds, where it breaks.

4. 04
   The benchmark

   Original numbers on conversion, cycle time or tooling ROI, sourced and dated.

5. 05
   The regulation brief

   A rule, requirement or published threshold that just took effect, and what it changes operationally.

6. 06
   The funding and moves brief

   Rounds, acquisitions and leadership changes, with the implication for buyers stated up front.

7. 07
   The annual report

   A yearly published benchmark from a named source, read for what changed since the last edition.