# NIST AI RMF: MANAGE 4.2

> GAMMA-Ray v0.0.155 (beta, for review; every rating is experimental). One line item of AI Risk Management Framework 1.0, subcategories (nist.MANAGE-4.2): its text, its place in the source, the indicators that cite it and the evidence that reaches it.
> Page: https://gamma-ray.sgit.ai/provisions/nist.MANAGE-4.2/ · Source: data/provisions.json


Provision nist.MANAGE-4.2 · AI Risk Management Framework 1.0, subcategories · subcategory

> Measurable activities for continual improvements are integrated into AI system updates and include regular engagement with interested parties, including relevant AI actors.

The text is as taken from the source. **In the source:** [https://airc.nist.gov/airmf-resources/playbook/manage/#Manage%204.2](https://airc.nist.gov/airmf-resources/playbook/manage/#Manage%204.2) (the subcategory, in the NIST AI RMF Playbook (anchor found in the page); linked 2026-11-10). The instrument: [AI Risk Management Framework 1.0, subcategories](../../instruments/index.md), a United States government work; freely reusable; read 2026-11-10.

## Who cites it

| Indicator | The fact it asks for | Kind of link | The assertion |
|---|---|---|---|
| [`I68`](../../questions/index.md#I68) | It is improved on a regular cycle | same: evidenced | Asserted in the mapping by gamma-ray@web-summit.dinis; the written basis is not recorded yet. |

A link is our assertion, not the instrument's. "Same" carries the evidence to the provision in full. "Part" marks the provision as partly evidenced: the fact is one piece of what it asks. "Negation" points the other way.

## The evidence that reaches it

| Card | Through | This provision is | The evidence | How far to trust it |
|---|---|---|---|---|
| [AISLE platform](../../spectrum/cards/aisle-platform/index.md) | `I68` | evidenced | "Monthly registry push/pull" [Source](https://aisle.com/deployment/managed-saas) | π Moderate · S1·R5·A1 ×3 |
| [GetVocal AI agents](../../spectrum/cards/getvocal-agents/index.md) | `I68` | evidenced | "Every correction, escalation and validation feeds back as a learning signal." [Source](https://www.getvocal.ai/enterprise-ai-agents) | π Moderate · S1·R5·A1 ×3 |
| [Replit Agent](../../spectrum/cards/replit-agent/index.md) | `I68` | evidenced | [Source](https://docs.replit.com/_llms/en/features.txt) | π Moderate · S1·R5·A1 ×3 |
| [Spinnable AI employees](../../spectrum/cards/spinnable-ai-employees/index.md) | `I68` | evidenced | "October 28, 2026" [Source](https://docs.spinnable.ai/llms.txt) | π Moderate · S1·R5·A1 ×3 |
| [Visor.ai AI agents](../../spectrum/cards/visor-ai-agents/index.md) | `I68` | evidenced | "Nexa reads real conversations on a schedule" [Source](https://www.visor.ai/voice-agent/) | π Moderate · S1·R5·A1 ×3 |

Touched never means complies.

## Answer it directly

A company can answer this line item itself, in its own file at `/.well-known/fact-ray.json`, with the node `gamma-ray:provision/nist.MANAGE-4.2` ([how](../../fact-ray/well-known/index.md)). A company that already assesses itself against NIST AI RMF can reuse that work.

[All provisions](../../provisions/index.md)