agent · personal assistant
ARTE vs Marb.ai
55 fields both were evaluated on, 23 of them different — including where one discloses something the other does not. Every value links to the document it came from. 32 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | ARTE | Marb.ai |
|---|---|---|
| Audit trail· | no public information www.deferred.com · checked Aug 1, 2026 | “Každý verdikt je vysvětlitelný, auditovatelný a hotový pro váš model-risk tým.”www.marb.ai · checked Aug 1, 2026 |
| Explainability· | “Každý verdikt je vysvětlitelný, auditovatelný a hotový pro váš model-risk tým.”www.marb.ai · checked Aug 1, 2026 | |
| Runtime governance· | no public information www.deferred.com · checked Aug 1, 2026 | “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 |
| Permission scopes· | no public information www.deferred.com · checked Aug 1, 2026 | “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 |
| Compliance certifications· | no public information www.marb.ai · checked Aug 1, 2026 | |
| Outcome-based pricing· | no public information www.marb.ai · checked Aug 1, 2026 |
Safety
| Field | ARTE | Marb.ai |
|---|---|---|
| Incident reporting· | no public information www.marb.ai · checked Aug 1, 2026 | |
| Data handling· | no public information www.deferred.com · checked Aug 1, 2026 |
Practicality
| Field | ARTE | Marb.ai |
|---|---|---|
| Pricing model· | no public information www.marb.ai · checked Aug 1, 2026 | |
| Price point· | no public information www.marb.ai · checked Aug 1, 2026 | |
| Availability· | no public information www.deferred.com · checked Aug 1, 2026 | |
| Integrations· | ||
| Supported regions· | no public information www.deferred.com · checked Aug 1, 2026 | “Praha · Bratislava · Málaga Postaveno pro Evropu od prvního dne.”www.marb.ai · checked Aug 1, 2026 |
| Support model· | no public information www.marb.ai · checked Aug 1, 2026 |
Foundation models
| Field | ARTE | Marb.ai |
|---|---|---|
| Base models· | no public information www.marb.ai · checked Aug 1, 2026 | |
| Model provider· | no public information www.marb.ai · checked Aug 1, 2026 | |
| Fine-tuning· | “Trained on 8,000+ pages of relevant US tax law”www.deferred.com · checked Aug 1, 2026 | no public information www.marb.ai · checked Aug 1, 2026 |
Ecosystem
| Field | ARTE | Marb.ai |
|---|---|---|
| Protocols supported· | no public information www.deferred.com · checked Aug 1, 2026 | |
| Tool use· | no public information www.deferred.com · checked Aug 1, 2026 | |
| Multi-agent· | no public information www.deferred.com · checked Aug 1, 2026 | “Jeden underwriter koupě, čtyři agenti. Každý pokrývá jednu chvíli rozhodování.”www.marb.ai · checked Aug 1, 2026 |
| API access· | no public information www.deferred.com · checked Aug 1, 2026 |
Impact
| Field | ARTE | Marb.ai |
|---|---|---|
| Target sectors· | “AI Real Estate Tax Expert and Research Assistant”www.deferred.com · checked Aug 1, 2026 | |
| High-risk domains· | “AI Real Estate Tax Expert and Research Assistant”www.deferred.com · checked Aug 1, 2026 |
Disclosed by neither
Both ARTE and Marb.ai publish nothing on these 32 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 32 identical table rows. Each is shown with its source check on the individual profiles.
- Autonomy level
- Human oversight
- Goal complexity
- Action space
- Operating environment
- Initiative
- User base
- Deployment scale
- Documented incidents
- Deployment options
- Model swappable
- Open weights
- Context window
- Open source
- Marketplace presence
- Safety evaluations
- Red teaming
- Safety policy
- Usage restrictions
- Model or system card
- Third-party evaluations
- Insurance available
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Regulatory alignment
- Settlement mechanism
- Dispute process
- SLA terms
- Evaluation coverage