agent · digital workers

AiMod

www.musubilabs.aievidence retrieved Aug 1, 2026 – Aug 11, 2026view as JSON all digital workers entries 21 alternatives

Indexed12 or more fields evidenced; not yet scored by a human against the rubric

21 fields evidenced · 34 with no public information. Every value below links to the document it came from and the date we checked it.

19 of those are quoted but not yet interpreted: we hold the source sentence and the date we read it, but nobody has written the answer to the question yet. Those rows show the quote and say so rather than repeating it back as an answer. Why these exist

1 of those is flagged for review: our own check found language in the cited source that may address the field. An editor has not adjudicated it yet.

Also appears in

AI agents that state a human-in-the-loop control

Trust gap

How this is scored

These scores are automated. A 1 or 2 counts how many fields this entry answers with a citation — not what those answers say. A 0 means every field for that dimension is recorded as undisclosed and none of the pages we captured mentions it. No one has scored this entry against the rubric yet.

Runtime governance

2/3 auto

Are scope, spend, and authority enforced while the agent runs?

Scored from 2 evidenced field(s): runtime_governance, permission_scopes. Automated score; capped at 2 pending review.

Counts Permission scopes and Runtime governance, each cited below.

Audit trail

1/3 auto

Is there a tamper-evident record of what it actually did?

Scored from 1 evidenced field(s): audit_trail. Automated score; capped at 2 pending review.

Counts Audit trail, each cited below.

Compliance

unscored

Are compliance obligations attached per engagement?

Outcome settlement

unscored

Does payment depend on a verified result?

Insurance & indemnity

unscored

Can the deployment be insured, and is the customer indemnified?

Assurance

Insurance available: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
Insurance carriers: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
Coverage limits: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
Indemnification: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
Liability cap: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
Audit trail: not yet interpreted
“Observability Tools Summarize the biggest clusters Send Monitoring & Insights Know what's happening on your platform and why. Data analytics and clustering visualization, so you can run with the insights.”
www.musubilabs.ai · checked Aug 1, 2026
Tamper-evident log: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
Explainability: not yet interpreted
“No black boxes. No one-size-fits-all. No siloed tools. No waiting on engineering.”
www.musubilabs.ai · checked Aug 1, 2026
Runtime governance: not yet interpreted
“Steerability Your policies, your call. As nuanced as you need them to be. Updated in real-time with no need to bother any engineers.”
www.musubilabs.ai · checked Aug 1, 2026
Permission scopes: not yet interpreted
“Customization This is your system, not ours. Build it with your expertise at the foundation.”
www.musubilabs.ai · checked Aug 1, 2026
Compliance certifications: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
Regulatory alignment: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
Outcome-based pricing: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
Settlement mechanism: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
Dispute process: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
SLA terms: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
Evaluation coverage: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this

Agency

Autonomy level: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
Human oversight: not yet interpreted
“Human-in-the-loop Catch issues early, and fix them. Observe. Iterate. Improve. Every step of the way.”
www.musubilabs.ai · checked Aug 1, 2026
Goal complexity: not yet interpreted
“Complex problems need solutions built around you.”
www.musubilabs.ai · checked Aug 1, 2026
Action space: not yet interpreted
“Content Moderation Choose from top-tier LLMs to label and moderate any type of content (yep, multimodal, too) across 150 languages and counting. Fraud Enforcement Act on fake accounts, scam rings, and coordinated abuse.”
www.musubilabs.ai · checked Aug 1, 2026
Operating environment: Multi-modal moderation across text, image, video, audio, and combinations thereof
“The full view of what a user's doing — across text, image, video, audio, and any combination.”
www.musubilabs.ai · checked Aug 11, 2026
Initiative: not yet interpreted
“Proactive Detection Spot fraudulent users and harmful content at the source. Not after a report lands in the queue.”
www.musubilabs.ai · checked Aug 1, 2026

Safety

Safety evaluations: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
Red teaming: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
Safety policy: not yet interpreted
“AiMod PolicyAI”
www.musubilabs.ai · checked Aug 1, 2026
Usage restrictions: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
Model or system card: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
Incident reporting: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
Third-party evaluations: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
Data handling: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this

Practicality

Pricing model: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
Price point: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
Availability: not yet interpreted
“Just launched: Free Tools for T&S Practitioners”
www.musubilabs.ai · checked Aug 1, 2026
Deployment options: Integrates into existing moderation console (in-house or partner), or use Musubi Coop, their own managed console
“We plug into the moderation console you already use — in-house or partner. Starting from scratch? Musubi Coop, our fully managed console built on open source, has you covered.”
www.musubilabs.ai · checked Aug 11, 2026
Integrations: not yet interpreted
“We plug into the moderation console you already use — in-house or partner.”
www.musubilabs.ai · checked Aug 1, 2026
Supported regions: not yet interpreted
“across 150 languages and counting.”
www.musubilabs.ai · checked Aug 1, 2026
Support model: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this

Foundation models

Base models: not yet interpreted
“Choose from top-tier LLMs to label and moderate any type of content”
www.musubilabs.ai · checked Aug 1, 2026
Model provider: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
Model swappable: not yet interpreted
“Benchmarking What works best for your content? To find out, you can test the latest frontier LLMs and fine-tuned safety models.”
www.musubilabs.ai · checked Aug 1, 2026
Open weights: no public information
www.musubilabs.ai · checked Aug 11, 2026 · source did not state this
Fine-tuning: not yet interpreted
“Benchmarking What works best for your content? To find out, you can test the latest frontier LLMs and fine-tuned safety models.”
www.musubilabs.ai · checked Aug 1, 2026
Context window: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this

Ecosystem

Protocols supported: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
Tool use: not yet interpreted
“Tools for Action and Enforcement Insights are only as good as what you can do with them.”
www.musubilabs.ai · checked Aug 1, 2026
Multi-agent: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
API access: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
Open source: no public information
Flagged for review — the source below contains language that may address this field. Not yet checked by an editor. How we check absences
www.musubilabs.ai · checked Aug 11, 2026
Marketplace presence: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this

Impact

User base: not yet interpreted
“Everyone was trying to do AI the exact same way — hey, we can look at one piece of content and make an accurate policy assessment for you. Musubi was literally the only example that I had looked at in which you were doing a whole account assessment. ” Aaron Rodericks Head of Trust & Safety, Bluesky”
www.musubilabs.ai · checked Aug 1, 2026
Deployment scale: not yet interpreted
“Musubi is a modular system for Safety and Fraud teams shipping with AI.”
www.musubilabs.ai · checked Aug 1, 2026
Target sectors: not yet interpreted
“AI-Powered Trust & Safety and Content Moderation”
www.musubilabs.ai · checked Aug 1, 2026
High-risk domains: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this
Documented incidents: no public information
www.musubilabs.ai · checked Aug 1, 2026 · source did not state this