---
title: "Alibaba Cloud Model Studio | Ethical Stack"
url: https://ethicalstack.ai/providers/alibaba-dashscope/
catalog_version: f6baff2119d0e9158520da7fbe4232011dac79f25bd08757436d7a1dbd593db2
---

# Alibaba Cloud Model Studio

Regional developer platform for Qwen and third-party model inference, fine-tuning, and application building.

Canonical profile: https://ethicalstack.ai/providers/alibaba-dashscope/

Scope: Alibaba Cloud Model Studio API; region, model, account type and optional log configuration determine handling.

Published overall: 5; 5/6 dimensions rated.

Round the equal-weight mean of available numerical ratings to one decimal; require at least four of six for an overall score. BDS status stays outside the mean; for eligible profiles, a boycott target caps the final score at 2/10 and a pressure target subtracts one point (minimum 1). Not listed and not checked do not adjust the score.

## Energy practices

Finding: 3/10

Assessment: https://ethicalstack.ai/providers/alibaba-dashscope/#energy

For the Alibaba Cloud Model Studio API; account region, workspace and selected model determine service route boundary, public documentation establishes the service or route but not its request-level physical footprint. Model Studio documents model selection and region/workspace-specific endpoints. These are route and workload choices, not measured resource reductions. Electricity sourcing is not mapped to this route.

Reason: 1 + 1 reporting + 0 electricity + 1 controls = 3/10. This grades documented practices and transparency.

Argument: This practices/transparency assessment covers the Alibaba Cloud Model Studio API; account region, workspace and selected model determine service route boundary. The sources establish how the service or endpoint is exposed and provide the request controls described in the demand component; they do not give a measured per-request energy, emissions or water value. The disclosure point reflects the stated operating boundary, not a product footprint, and company-wide electricity reporting is not attributed to this route.

Type: argument; confidence: medium

Scope (dimension): Alibaba Cloud Model Studio API; region, model, account type and optional log configuration determine handling.

Research reviewed: not recorded; evidence date: not recorded

Unknowns: The reviewed sources do not establish request-level electricity, emissions or water; the actual serving facility and its power mix are also not mapped to Alibaba Cloud Model Studio API; account region, workspace and selected model determine service route.

```json
{
  "method": "practices-transparency-v1",
  "scope": "Alibaba Cloud Model Studio API; region, model, account type and optional log configuration determine handling.",
  "components": {
    "disclosure": {
      "score": 1,
      "reason": "The reviewed documentation defines the Alibaba Cloud Model Studio API; account region, workspace and selected model determine service route boundary. It gives an operating-scope description, not a dated quantitative energy, carbon or water report for this route.",
      "sourceUrls": [
        "https://help.aliyun.com/en/model-studio/what-is-model-studio",
        "https://help.aliyun.com/en/model-studio/",
        "https://help.aliyun.com/en/model-studio/first-api-call-to-qwen"
      ]
    },
    "electricity": {
      "score": 0,
      "reason": "No reviewed source maps Alibaba Cloud Model Studio API; account region, workspace and selected model determine service route to a disclosed electricity mix or time-and-location-matched clean-power supply. The route's actual electricity use and emissions therefore remain unestablished.",
      "sourceUrls": [
        "https://help.aliyun.com/en/model-studio/what-is-model-studio",
        "https://help.aliyun.com/en/model-studio/",
        "https://help.aliyun.com/en/model-studio/first-api-call-to-qwen"
      ]
    },
    "demand": {
      "score": 1,
      "reason": "Model Studio documents model selection and region/workspace-specific endpoints. These are route and workload choices, not measured resource reductions.",
      "sourceUrls": [
        "https://help.aliyun.com/en/model-studio/what-is-model-studio",
        "https://help.aliyun.com/en/model-studio/",
        "https://help.aliyun.com/en/model-studio/first-api-call-to-qwen"
      ]
    }
  },
  "actualImpactMeasured": false
}
```

- [Alibaba Cloud Model Studio overview](https://help.aliyun.com/en/model-studio/what-is-model-studio) (primary; checked not recorded)

- [Alibaba Cloud Model Studio official documentation](https://help.aliyun.com/en/model-studio/) (primary; checked not recorded)

- [First API call to Qwen: model selection and regional workspace](https://help.aliyun.com/en/model-studio/first-api-call-to-qwen) (primary; checked 2026-10-24)

## Training data

Finding: Depends on the model

Assessment: https://ethicalstack.ai/providers/alibaba-dashscope/#training-rights

Model Studio offers multiple Qwen and third-party models; customer prompt data policy and corpus rights of each selected model are distinct questions.

Reason: Model Studio offers multiple Qwen and third-party models; customer prompt data policy and corpus rights of each selected model are distinct questions.

Argument: User prompts, model-improvement settings, and the original training corpus are different evidence questions. The reviewed product documentation does not identify a fixed model version and complete corpus-rights record for Alibaba Cloud Model Studio API; region, model, account type and optional log configuration determine handling., so this assessment remains unscored.

Type: argument; confidence: medium

Scope (profile): Alibaba Cloud Model Studio API; region, model, account type and optional log configuration determine handling.

Research reviewed: not recorded; evidence date: not recorded

Unknowns: Exact model selection, release version, source inventory, permissions, post-training data, and creator-remedy scope remain unresolved.

```json
{
  "method": "training-rights-evidence-v1",
  "scope": "The stated training release or selected model",
  "components": null,
  "routeDependency": "Model Studio offers multiple Qwen and third-party models; customer prompt data policy and corpus rights of each selected model are distinct questions.",
  "modelReference": null
}
```

- [Alibaba Cloud Model Studio training data summary](https://docs.modelstudio.console.alibabacloud.com/en/model-studio/qwen-and-wan-training-data-disclosure) (primary; checked not recorded)

- [Alibaba Cloud Model Studio overview](https://help.aliyun.com/en/model-studio/what-is-model-studio) (primary; checked not recorded)

## Your data & privacy

Finding: 7/10

Assessment: https://ethicalstack.ai/providers/alibaba-dashscope/#privacy

Alibaba states Model Studio does not use customer business data to improve models without explicit consent. Default audit logs retain request metadata but not prompt/response content; inference logs with full content require manual enablement.

Reason: No numerical score assigned because the reviewed evidence does not establish the route-specific controls needed for one.

Argument: The platform publishes a default distinction between metadata-only audit logs and opt-in inference logs, and says customer business data is not used for model improvement without explicit consent. Regional endpoints, configured logs, and model-specific terms still matter to an actual deployment.

Type: argument; confidence: medium

Scope (profile): Alibaba Cloud Model Studio API; region, model, account type and optional log configuration determine handling.

Research reviewed: not recorded; evidence date: not recorded

Unknowns: Log delivery, customer-managed retention, endpoint region, feature-specific terms, and whether an account has enabled full inference logging need confirmation.

- [Alibaba Cloud Model Studio overview](https://help.aliyun.com/en/model-studio/what-is-model-studio) (primary; checked not recorded)

- [Alibaba Cloud Model Studio official documentation](https://help.aliyun.com/en/model-studio/) (primary; checked not recorded)

## Openness

Finding: 2/10

Assessment: https://ethicalstack.ai/providers/alibaba-dashscope/#openness

This is a hosted service with a public interface but no documented self-hostable product runtime or weights in the reviewed sources.

Reason: The score reflects service-level inspectability and control, not usefulness or model quality.

Argument: The service provides a hosted product or API interface, while the reviewed product material does not expose the serving implementation and current model weights for independent deployment. This rates this service scope, not separately released model weights.

Type: argument; confidence: medium

Scope (profile): Alibaba Cloud Model Studio API; region, model, account type and optional log configuration determine handling.

Research reviewed: not recorded; evidence date: not recorded

Unknowns: SDKs, APIs, or model families may have separate licenses and do not make this service itself self-hostable.

- [Alibaba Cloud Model Studio overview](https://help.aliyun.com/en/model-studio/what-is-model-studio) (primary; checked not recorded)

- [Alibaba Cloud Model Studio official documentation](https://help.aliyun.com/en/model-studio/) (primary; checked not recorded)

## Worker protections

Finding: 6/10

Assessment: https://ethicalstack.ai/providers/alibaba-dashscope/#labour

Alibaba publishes group workforce indicators, an Employee Rights Code, employee reporting channels and compliance processes; these describe Alibaba employees, not the AI data-labeling supply chain.

Reason: 1 + 2 pay & conditions + 2 worker voice & remedy + 1 evidence & follow-through = 6/10. This grades documented worker safeguards, not a measured rate of mistreatment.

Argument: Alibaba’s ESG employee-development pages report workforce composition and employee participation indicators, while its integrity and governance pages describe code compliance, reporting channels, compliance processes, and board oversight. These are concrete group-level employee systems, but public detail on annotation, evaluation, content moderation, and infrastructure contractor conditions or outcomes remains limited. This entry carries the same developer/operator finding to Alibaba Cloud Model Studio; it does not establish that this product was deployed under every cited relationship.

Type: argument; confidence: medium

Scope (dimension): Alibaba Cloud: the documented developer/operator record, not proof of deployment of Alibaba Cloud Model Studio.

Research reviewed: 2026-10-24; evidence date: not recorded

Unknowns: The reviewed pages do not establish AI-data subcontractor coverage, worker-level wage/hour outcomes, case counts or remediation outcomes for labor reports, or independent labor-audit results.

```json
{
  "method": "worker-safeguards-evidence-v1",
  "entity": "alibaba",
  "company": "Alibaba / Qwen",
  "scope": "Alibaba / Qwen's workforce and disclosed contractors. Coverage of individual product teams may be incomplete.",
  "components": {
    "conditions": {
      "score": 2,
      "reason": "Company ESG disclosures report workforce composition and employee participation indicators and describe employee-rights standards; this is concrete employee evidence but does not demonstrate coverage of AI data work or contractors.",
      "sourceUrls": [
        "https://www.alibabagroup.com/en-US/esg-employee-development",
        "https://www.alibabagroup.com/en-US/integrity-compliance",
        "https://www.alibabagroup.com/en-US/esg-governance",
        "https://www.alibabagroup.com/en-US/esg-resource"
      ]
    },
    "voice": {
      "score": 2,
      "reason": "Alibaba describes employee reporting and escalation channels, privacy/non-retaliation protections, and dedicated compliance processes; public labor-specific case outcomes were not located.",
      "sourceUrls": [
        "https://www.alibabagroup.com/en-US/esg-employee-development",
        "https://www.alibabagroup.com/en-US/integrity-compliance",
        "https://www.alibabagroup.com/en-US/esg-governance",
        "https://www.alibabagroup.com/en-US/esg-resource"
      ]
    },
    "assurance": {
      "score": 1,
      "reason": "Governance materials describe compliance training and audit/control processes, but the reviewed public disclosures do not provide independent worker-level labor assurance or remediation results.",
      "sourceUrls": [
        "https://www.alibabagroup.com/en-US/esg-employee-development",
        "https://www.alibabagroup.com/en-US/integrity-compliance",
        "https://www.alibabagroup.com/en-US/esg-governance",
        "https://www.alibabagroup.com/en-US/esg-resource"
      ]
    }
  },
  "disclosureLimited": false,
  "meaning": "This grades documented worker safeguards, not a measured rate of mistreatment."
}
```

- [Alibaba ESG employee development and Employee Rights Code](https://www.alibabagroup.com/en-US/esg-employee-development) (primary; checked 2026-10-24)

- [Alibaba Integrity and Compliance reporting](https://www.alibabagroup.com/en-US/integrity-compliance) (primary; checked 2026-10-24)

- [Alibaba ESG governance](https://www.alibabagroup.com/en-US/esg-governance) (primary; checked 2026-10-24)

- [Alibaba ESG resources and ratings](https://www.alibabagroup.com/en-US/esg-resource) (primary; checked 2026-10-24)

## Military ties

Finding: 7/10

Assessment: https://ethicalstack.ai/providers/alibaba-dashscope/#military-contracts

Qwen3.8’s released model licenses do not establish a military-use ban. Alibaba publishes stronger rules for its separate QwenWork hosted service; no Qwen3.8 military contract was established.

Reason: 7 base + 0 safeguard adjustment = 7/10 (1 of 9 safeguard points; every 3 adds 1). No military relationship was established in the cited sources. This ranks above known defense ties without claiming a verified clean record.

Argument: The Qwen3.8-27B release uses Apache 2.0, while the larger Qwen3.8 release has its own license. Neither reviewed release license carries the QwenWork hosted-service military restrictions. QwenWork prohibits specified weapons and military end uses and permits service enforcement, but that separate contract does not establish controls on downloaded Qwen3.8 weights. No Alibaba military contract or Qwen3.8 deployment was established in this bounded source review. This entry carries the same developer/operator finding to Alibaba Cloud Model Studio; it does not establish that this product was deployed under every cited relationship.

Type: argument; confidence: low

Scope (dimension): Alibaba Cloud: the documented developer/operator record, not proof of deployment of Alibaba Cloud Model Studio.

Research reviewed: 2026-10-24; evidence date: not recorded

Unknowns: The reviewed QwenWork contract does not establish an Alibaba defense relationship or a companywide model restriction. Self-hosted Qwen3.8-27B and Qwen3.8-Max use separate licenses; undisclosed contracts, deployments, and enforcement outcomes remain unknown.

```json
{
  "method": "military-ties-priority-v2",
  "entity": "alibaba",
  "company": "Alibaba / Qwen",
  "scope": "Qwen3.8 released weights and disclosed Alibaba relationships. QwenWork hosted terms are a separate policy and do not score the downloaded models.",
  "components": {
    "restrictions": {
      "score": 0,
      "reason": "The reviewed Qwen3.8 release licenses do not impose a specific military-purpose ban. Restrictions in the separate QwenWork customer contract are not applied to these weights.",
      "sourceUrls": [
        "https://huggingface.co/Qwen/Qwen3.8-27B/blob/main/LICENSE",
        "https://huggingface.co/Qwen/Qwen3.8-2.4T-A95B/blob/main/LICENSE"
      ]
    },
    "oversight": {
      "score": 0,
      "reason": "Hosted-service suspension rights do not establish monitoring or enforcement over downloaded Qwen3.8 copies. No release-specific military oversight was established.",
      "sourceUrls": [
        "https://huggingface.co/Qwen/Qwen3.8-27B/blob/main/LICENSE",
        "https://huggingface.co/Qwen/Qwen3.8-2.4T-A95B/blob/main/LICENSE"
      ]
    },
    "transparency": {
      "score": 1,
      "reason": "Alibaba publishes the release licenses and a separate hosted military-use policy, making the scope distinction inspectable. No military customer or deployment record is established.",
      "sourceUrls": [
        "https://huggingface.co/Qwen/Qwen3.8-27B/blob/main/LICENSE",
        "https://huggingface.co/Qwen/Qwen3.8-2.4T-A95B/blob/main/LICENSE",
        "https://terms.alicdn.com/legal-agreement/terms/common_product_agreement/20260805095132623/20260805095132623.html"
      ]
    }
  },
  "relationship": "not-established",
  "relationshipReason": "The QwenWork hosted-service terms include product-specific use safeguards, but no Alibaba defense contract or military deployment was established in reviewed materials. Its Qwen3.8 model repositories have distinct licenses, so the QwenWork safeguards are not attributed to self-hosted weights or treated as evidence of a military relationship.",
  "score": 7,
  "baseScore": 7,
  "safeguardPoints": 1,
  "safeguardAdjustment": 0,
  "rawScore": 7,
  "cap": null,
  "disclosureLimited": true,
  "meaning": "Known military relationships take priority over missing safeguards. The rating does not establish the probability of an undisclosed contract."
}
```

- [QwenWork Terms of Service](https://terms.alicdn.com/legal-agreement/terms/common_product_agreement/20260805095132623/20260805095132623.html) (primary; checked 2026-10-24)

- [Qwen3.8-27B model repository license (Apache-2.0)](https://huggingface.co/Qwen/Qwen3.8-27B/blob/main/LICENSE) (primary; checked 2026-10-24)

- [Qwen3.8-Max model repository license](https://huggingface.co/Qwen/Qwen3.8-2.4T-A95B/blob/main/LICENSE) (primary; checked 2026-10-24)

- [Alibaba Model Governance and Qwen use guidance](https://home.alibabagroup.com/en-US/ai-governance/governance) (primary; checked 2026-10-24)

## BDS targets

Finding: Not listed

Assessment: https://ethicalstack.ai/providers/alibaba-dashscope/#israel-palestine

We did not find Alibaba Cloud / Qwen team among the named targets in the two official BNC campaign lists checked on 2026-10-23. This is a limited list check, not BDS approval.

Reason: BDS campaign status is a factual category, not a 1–10 ethical rating.

Argument: Alibaba Cloud / Qwen team is not a named target in the checked lists, but BDS uses selective campaigns, so absence cannot establish a clean record. Running downloaded weights locally is a different decision from paying the developer or a cloud host; check the host as well. This entry carries the same developer/operator finding to Alibaba Cloud Model Studio; it does not establish that this product was deployed under every cited relationship.

Type: evidence; confidence: medium

Scope (dimension): Alibaba Cloud: the documented developer/operator record, not proof of deployment of Alibaba Cloud Model Studio.

Research reviewed: 2026-10-23; evidence date: not recorded

Unknowns: This review covers the named targets in the BNC consumer/pressure guide and No Tech campaign, not every BDS campaign, local group, investment or supplier. Lists and ownership can change. A company’s absence from these lists is not an endorsement or proof that it has no relevant relationships.

- [BNC: live guide to consumer boycott and pressure targets](https://bdsmovement.net/Guide-to-BDS-Boycott) (campaign; checked 2026-10-23)

- [BNC: No Tech for Oppression, Apartheid or Genocide campaign](https://bdsmovement.net/no-tech-oppression-apartheid-or-genocide) (campaign; checked 2026-10-23)

## Reading the evidence

- Assessments are provisional editorial judgments. Cite the profile and the underlying sources, and retain confidence, scope and unknowns.

- Unknown, not-applicable and model-dependent are different states. Missing evidence does not establish good or bad conduct.

- Company-level evidence does not establish use of a particular product or model. Account plan, model, host and route can change an assessment.

- Energy scores describe documented practices and transparency, not measured request emissions. Zero component points can mean an evidence gap.

- Published overall scores require at least four of six numerical dimensions. Preserve coverage and BDS adjustments; BDS itself is categorical.

- No named BDS target found is limited to the reviewed campaign sources and is not approval. Personalized priorities do not change the published overall score.

- Review and source-check dates describe the research, not this deployment. Fetch current primary sources when the decision requires current verification.

Methodology: https://ethicalstack.ai/methodology/
