Applying dyes on wood to generate a specific appearance can be a trial and error exercise. As Andrew Davis writes, it takes considerable experimenting and several dyes before the desired color materializes. This can be a costly endeavor. Read Andrew's article Something to Dye For to read more.
With another topic in the article Andrew wonders about the ability to develop a tools library for the guild.