Auditable intelligence. No black boxes.
Smart Collect runs a continuous five-step loop — Attribute, Score, Decide, Act, Learn — entirely inside your compliance perimeter. Every score is explainable. Every recommendation is replayable. Every experiment is measurable.
Attribute
Link outcome to action
Score
Propensity per contact
Decide
Channel · time · content
Act
Through approved templates
Learn
Update strategies + experiments
Tightly coupled. Independently inspectable.
Most AI claims in collections are dashboards that show a score after the fact. Smart Collect runs four layers inside the workflow itself — and each one is something you can audit on its own.
Attribution
Every message, click, call, payment, and visit traces back to the strategy, campaign, and experiment arm that produced it. No more 'we don't know what worked.'
Propensity scoring
Contact-level prediction of payment likelihood. Rule-based and explainable today, machine-learning ready tomorrow — both on the same explainable rails.
Decisioning
For each contact, pick next-best channel, timing, content, and intensity. Every decision references the policy, the rule, and the feature snapshot that drove it.
Experiments
Persisted arm assignment, lift measurement, eligibility rules, and explicit winner-selection policy. No silent auto-promotion.
Honest guarantees. Not aspirational ones.
The collections industry has a credibility problem on AI. Smart Collect compensates for that with concrete guarantees — properties of the platform, not properties of the marketing.
- Every recommendation includes a human-readable explanation
- Approved templates only — AI never speaks in unapproved words
- Activation gated; pausing is a one-flag operation
- Downgrade hides AI cleanly without deleting history
- Decision runs are durable and replayable
- Recommendations record expected reward + realized outcome
Walk through a decision run with us.
We'll show how a single contact moves through Attribute → Score → Decide → Act → Learn — illustrating how a contact moves through the system.
Book a 30-minute walkthrough
See Credmux run a real recovery workflow.
We'll show calling, Smart Collect attribution and decisioning, payment-link orchestration, and field visit evidence — using common DPD bands and industry-standard workflows.
Or write to compliances@credmux.com