agent · personal assistant
Marb.ai vs PineAI
55 fields both were evaluated on, 20 of them different — including where one discloses something the other does not. Every value links to the document it came from. 35 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Marb.ai | PineAI |
|---|---|---|
| Audit trail· | “Každý verdikt je vysvětlitelný, auditovatelný a hotový pro váš model-risk tým.”www.marb.ai · checked Aug 1, 2026 | no public information 19pine.ai · checked Aug 2, 2026 |
| Explainability· | “Každý verdikt je vysvětlitelný, auditovatelný a hotový pro váš model-risk tým.”www.marb.ai · checked Aug 1, 2026 | no public information 19pine.ai · checked Aug 2, 2026 |
| Runtime governance· | “Enterprise bezpečnost Mějte pod kontrolou, na čem vašemu byznysu záleží: vestavěné mantinely, řízené přístupy a čistá správa dat. Úvěrové rozhodnutí nikdy neopouští banku.”www.marb.ai · checked Aug 1, 2026 | no public information 19pine.ai · checked Aug 2, 2026 |
| Permission scopes· | “Z celého trhu i financí klienta jeden verdikt za 90 sekund. Agenti si proženou trh i data klienta a vrátí přes API jeden verdikt: koupit teď, nebo přesný plán, jak na to.”www.marb.ai · checked Aug 1, 2026 | no public information 19pine.ai · checked Aug 2, 2026 |
| Regulatory alignment· | no public information www.marb.ai · checked Aug 1, 2026 | States its practices align with SOC 2, GDPR and CCPA frameworks “We align our practices with leading frameworks such as SOC 2, GDPR, and CCPA.”19pine.ai · checked Aug 21, 2026 |
| Outcome-based pricing· | no public information www.marb.ai · checked Aug 1, 2026 | Annual plans are stated to run bill negotiation on credits with no percentage success fee; the fee model on other plans is not stated on the page checked “Annual plans run bill negotiation with credits only, with no percentage success fee.”19pine.ai · checked Aug 2, 2026 |
Agency
| Field | Marb.ai | PineAI |
|---|---|---|
| Action space· | no public information www.marb.ai · checked Aug 1, 2026 | Makes phone calls, negotiates, and fills out forms on the user's behalf to handle bills, subscriptions, and complaints “Calls, negotiations, filling forms and more - Pine takes care of work and life.”19pine.ai · checked Aug 2, 2026 |
| Operating environment· | no public information www.marb.ai · checked Aug 1, 2026 | Operates via phone calls and web forms to handle bills, subscriptions, and complaints “AI Assistant to Handle Bills, Subscriptions, and Complaints”19pine.ai · checked Aug 2, 2026 |
Safety
| Field | Marb.ai | PineAI |
|---|---|---|
| Third-party evaluations· | no public information www.marb.ai · checked Aug 1, 2026 | Regularly engages independent security experts to test its systems for vulnerabilities “We regularly engage independent security experts to test Pine systems and identify potential vulnerabilities.”19pine.ai · checked Aug 21, 2026 |
| Data handling· | Data shared with Pine is used only to complete the task and deleted within 24 hours of request “Data you share is handled only to complete your task and never kept longer than necessary”19pine.ai · checked Aug 21, 2026 |
Practicality
| Field | Marb.ai | PineAI |
|---|---|---|
| Availability· | no public information 19pine.ai · checked Aug 2, 2026 | |
| Integrations· | no public information 19pine.ai · checked Aug 2, 2026 | |
| Supported regions· | “Praha · Bratislava · Málaga Postaveno pro Evropu od prvního dne.”www.marb.ai · checked Aug 1, 2026 | no public information 19pine.ai · checked Aug 2, 2026 |
Ecosystem
| Field | Marb.ai | PineAI |
|---|---|---|
| Protocols supported· | no public information 19pine.ai · checked Aug 2, 2026 | |
| Tool use· | no public information 19pine.ai · checked Aug 2, 2026 | |
| Multi-agent· | “Jeden underwriter koupě, čtyři agenti. Každý pokrývá jednu chvíli rozhodování.”www.marb.ai · checked Aug 1, 2026 | no public information 19pine.ai · checked Aug 2, 2026 |
| API access· | no public information 19pine.ai · checked Aug 2, 2026 |
Impact
| Field | Marb.ai | PineAI |
|---|---|---|
| User base· | no public information www.marb.ai · checked Aug 1, 2026 | |
| Target sectors· | no public information 19pine.ai · checked Aug 2, 2026 | |
| High-risk domains· | no public information 19pine.ai · checked Aug 2, 2026 |
Disclosed by neither
Both Marb.ai and PineAI publish nothing on these 35 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 35 identical table rows. Each is shown with its source check on the individual profiles.
- Autonomy level
- Human oversight
- Goal complexity
- Initiative
- Deployment scale
- Documented incidents
- Pricing model
- Price point
- Deployment options
- Support model
- Base models
- Model provider
- Model swappable
- Open weights
- Fine-tuning
- Context window
- Open source
- Marketplace presence
- Safety evaluations
- Red teaming
- Safety policy
- Usage restrictions
- Model or system card
- Incident reporting
- Insurance available
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Compliance certifications
- Settlement mechanism
- Dispute process
- SLA terms
- Evaluation coverage
Questions
- How do Marb.ai and PineAI compare on action space?
- Marb.ai: no public information disclosed. PineAI: Makes phone calls, negotiates, and fills out forms on the user's behalf to handle bills, subscriptions, and complaints.
- How do Marb.ai and PineAI compare on operating environment?
- Marb.ai: no public information disclosed. PineAI: Operates via phone calls and web forms to handle bills, subscriptions, and complaints.
- How do Marb.ai and PineAI compare on user base?
- Marb.ai: no public information disclosed. PineAI: 150,000+ users.
- How do Marb.ai and PineAI compare on third-party evaluations?
- Marb.ai: no public information disclosed. PineAI: Regularly engages independent security experts to test its systems for vulnerabilities.
- How do Marb.ai and PineAI compare on regulatory alignment?
- Marb.ai: no public information disclosed. PineAI: States its practices align with SOC 2, GDPR and CCPA frameworks.
- How do Marb.ai and PineAI compare on outcome-based pricing?
- Marb.ai: no public information disclosed. PineAI: Annual plans are stated to run bill negotiation on credits with no percentage success fee; the fee model on other plans is not stated on the page checked.