Why would my customers want conditional decision data instead of plain approve or decline records?
Plain approve and decline records cannot test gated progression. This answer explains the buyer demand, the catalogue benefit and the limits a reseller should state up front.
**Why would my customers want conditional decision data rather than plain approve or decline records?**
Most real approvals are not clean. A decline or an unconditional approval is a single event. A conditional approval creates open obligations that run across teams and days, and later actions depend on them. Customers building agents for back-office work need to test whether a system respects those obligations.
**What does that mean for my catalogue?**
It gives you a distinct product line. A dataset where every record is an unconditional yes cannot test gated progression at all. A dataset with conditions, evidence, holds and releases can support training examples, evaluation tasks and simulated environments from the same structure.
**Is it real business data?**
No. MirrorFirm output is generated and synthetic, informed by direct observation of how real businesses operate. Your customers should still inspect it for grounding and disclosure risk, and your onward licence should say plainly that the material is generated.
**Does it suit every customer?**
No. Teams that only need document extraction or sentiment data gain little from it. The fit is strongest for buyers working on workflow agents, decision support, audit tooling and process evaluation.
One conditional-decision structure can support training examples, evaluation tasks and simulated environments, so a reseller can describe several listings from a single source.
- Audience:
- Licensed resellers
- Content type:
- FAQ
- Buyer question:
- What it is and why it matters
Content release: r-a220eb6e099b243b
Related questions
- Why can't an agent treat an approved status as permission to proceed?
- What is a conditional approval, and why does it matter for training and testing agents?
- What happens when evidence arrives but the condition it was meant to satisfy is not met?
- How do I tell whether conditional approvals are a meaningful test for my agent?
- What record types and links does an agent meet in a conditional approval process?
- What is an approval with conditions, and why does it matter for training agents?