๐ง๐ต๐ฒ ๐ฑ ๐ฆ๐ถ๐ด๐ป๐ฎ๐น๐ ๐ง๐ต๐ฎ๐ ๐ฎ ๐ฃ๐ฟ๐ผ๐ฐ๐ฒ๐๐ ๐๐ ๐ฅ๐ฒ๐ฎ๐ฑ๐ ๐ณ๐ผ๐ฟ ๐๐
Not every process needs AI, but some are clearly ready for it. This post lays out five practical signals that show where AI can actually make a difference, rather than being forced in. It brings it to life with a contract review example, showing how rework, scattered information, and reliance on experience quietly slow things down. When those signals show up together, the opportunity is already there. The key is knowing what to look for, and not overthinking it.
Dawn Thiart
4/27/20261 min read
Not every process needs AI and forcing it rarely works.
But some processes are clearly ready, you just need to know what to look for.
๐ ๐๐ถ๐บ๐ฝ๐น๐ฒ ๐ฐ๐ต๐ฒ๐ฐ๐ธ๐น๐ถ๐๐
If you see these signals, thereโs usually a real AI opportunity:
โข Rework happens frequently
โข Information is scattered
โข Decisions rely on patterns
โข Outputs follow a repeatable format
โข People rely on โtribal knowledgeโ
On their own, each one is manageable.
Together, they slow everything down.
๐ช๐ต๐ฎ๐ ๐๐ต๐ถ๐ ๐น๐ผ๐ผ๐ธ๐ ๐น๐ถ๐ธ๐ฒ ๐ถ๐ป ๐ฝ๐ฟ๐ฎ๐ฐ๐๐ถ๐ฐ๐ฒ
Take something like ๐ฐ๐ผ๐ป๐๐ฟ๐ฎ๐ฐ๐ ๐ฟ๐ฒ๐๐ถ๐ฒ๐.
On the surface: โLegal reviews contractsโ
Sounds structured. Controlled.
๐ช๐ต๐ฎ๐โ๐ ๐น๐ถ๐ธ๐ฒ๐น๐ ๐ต๐ฎ๐ฝ๐ฝ๐ฒ๐ป๐ถ๐ป๐ด
โข Different versions of contracts come in from different sources
โข Key clauses are checked manually
โข Similar risks are reviewed again and again
โข Knowledge sits with a few experienced people
โข Outputs (reviews, summaries) follow a consistent structure
Now the signals are clear.
๐ช๐ต๐ ๐๐ต๐ถ๐ ๐บ๐ฎ๐๐๐ฒ๐ฟ๐
โข the time spent finding the right information
โข the effort to check the same patterns repeatedly
โข the reliance on individual experience
โข the need to produce consistent outputs
Thatโs where the opportunity sits.
๐ช๐ต๐ฒ๐ฟ๐ฒ ๐๐ ๐ฎ๐ป๐ฑ ๐ฎ๐๐๐ผ๐บ๐ฎ๐๐ถ๐ผ๐ป ๐ฐ๐ฎ๐ป ๐ฎ๐ฐ๐๐๐ฎ๐น๐น๐ ๐ต๐ฒ๐น๐ฝ
When those signals are present, AI can:
โข Extract and summarise key clauses
โข Identify risks based on known patterns
โข Compare against standard terms
โข Generate structured summaries
Now the legal review starts from a stronger position.
๐ง๐ต๐ฒ ๐๐ต๐ถ๐ณ๐
Before:
โข effort sits in gathering and checking
โข consistency depends on individuals
โข time is spent repeating known work
After:
โข information is surfaced early
โข patterns are recognised automatically
โข outputs are more consistent
๐ง๐ต๐ฒ ๐ถ๐ป๐๐ถ๐ด๐ต๐
AI works best where work is already structured โ but inefficient.
Look for these 5 signals.
Theyโre already telling you where the opportunity is.