Centific vs Macgence: what each states about AI testing
Centific states 2 product types and 4 services; Macgence states 1 product type and 5 services. They share 3 services.
| Attribute | Centific | Macgence |
|---|---|---|
| Company type | Data and evaluation vendorev-centific-16 | Data and evaluation vendorev-macgence-18 |
| HQ country and citydiffers | Redmond, United Statesev-centific-10ev-centific-17 | Noida, Indiaev-macgence-09ev-macgence-11 |
| Delivery locationsdiffers | United States, India and Chinaev-centific-14ev-centific-15 | Indiaev-macgence-15ev-macgence-16 |
| AI product types stateddiffers | AI agents and Computer visionev-centific-02ev-centific-03 | Predictive ML modelsev-macgence-03 |
| Testing services stateddiffers | LLM output evaluation, Red teaming and adversarial testing, Bias and fairness audit and Production monitoring and drift testingev-centific-04ev-centific-05ev-centific-06 | ML model validation, Red teaming and adversarial testing, Bias and fairness audit, Training data and labeling QA and Production monitoring and drift testingev-macgence-04ev-macgence-05ev-macgence-06ev-macgence-07ev-macgence-08 |
| Engagement models stated | Not published | Not published |
| Size band | Not published | Not published |
| Founded | Not published | Not published |
| Certifications | Not published | Not published |
| Services stated by one and not the otherdiffers | LLM output evaluation | ML model validation and Training data and labeling QA |
| Product types stated by one and not the otherdiffers | AI agents and Computer vision | Predictive ML models |
Columns are in alphabetical order. Rows marked "differs" have different values. Evidence markers link to the source rows on each entry page. Checked 2026-11-09 and 2026-11-09.
Questions
Which AI product types do Centific and Macgence both state?
Their AI testing pages name no product type in common.
Which testing services does only one of them state?
Centific alone names LLM output evaluation. Macgence alone names ML model validation and training data and labeling QA.
Are there alternatives to Centific and Macgence?
The data and evaluation vendor page lists every published entry of the same type, ordered by coverage score. The score counts stated coverage and confirmed figures; it does not say which vendor fits a project.
This page compares published statements. It does not rate either company.