
Free / Open-sourceBuild autonomous AI agents for WhatsApp, email, voice, and every channel your customers use.
BellmanLoop records 0 monthly visits with 0% month-over-month growth and Contact for Pricing pricing. Celeste records 125 monthly visits with -91.1% growth and Contact for Pricing pricing.

AI agents that scale debt collection without scaling headcount
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | bellmanloop.com | celesteai.com |
| Pricing Model | Contact for Pricing | Contact for Pricing |
| Monthly Visits | 0 (0) | 125 (125) |
| MoM Traffic Delta | 0 (0%) | -1.27K (-91.1%) |
| Primary Market & Share | 🌐 Global (—) | 🇧🇷 Brazil (100%) |
| Direct Visits / mo | 0 | 53 |
| User Rating | 4 | 4.1 |
| Supported Platforms | Website | Website |

AI agents that scale debt collection without scaling headcount
Standardized agent performance across all borrower interactions with configurable compliance levels, removing the variance that comes with human collector teams.
Scale collection capacity up or down on demand with pay-as-you-go pricing, handling many cases concurrently instead of hiring and training staff.
Reinforcement-learning loops analyze past interactions and outcomes to continuously refine outreach strategies.
Dashboards surface success rates, recovered amounts and compliance scores so teams can act on live collection performance.

Agentic AI that collects SMB loan payments
Autonomous AI agents run collections workflows and borrower outreach with far less manual input.
See borrower behavior and shifting risk signals the moment they change, not in a stale monthly report.
Outreach and treatment adapt to each account rather than following a single rigid script.
Collection templates are filled automatically with account context, cutting repetitive drafting work.

Free / Open-sourceBuild autonomous AI agents for WhatsApp, email, voice, and every channel your customers use.

SpecialistCollect faster from happier people
SpecialistCollect faster from happier people

Free / Open-sourceTurn policies into AI-enforced workflows you can prove
Free / Open-sourceTurn policies into AI-enforced workflows you can prove

An agentic automation platform that turns manual enterprise processes into self-running workflows

Free / Open-sourceAlways-on AI agents that run 24/7 in the cloud
Free / Open-sourceAlways-on AI agents that run 24/7 in the cloud

Enterprise AI agent platform for building and running business agents
Enterprise AI agent platform for building and running business agents

Agentic AI platform that turns every customer conversation into revenue
Free / Open-sourceBuild an agentic AI team that runs your workflows and data

Free / Open-sourceAgentic AI that recovers failed and overdue payments under your brand
Free / Open-sourceAgentic AI that recovers failed and overdue payments under your brand

Agentic AI that audits 100% of enterprise spend and acts on it

Debt support platform pairing a consumer payoff app with white-label tools for lenders
Debt support platform pairing a consumer payoff app with white-label tools for lenders