Holistic AI has built a focused, capable platform for EU AI Act risk classification and AI system compliance assessment. Its automated risk scoring and AI system discovery tooling are genuine strengths for organisations building a compliance assessment programme. Where Holistic AI ends — at the assessment layer — is precisely where Difinity begins: a live API gateway that intercepts every AI request, enforces the policies that Holistic AI helps define, and ensures PII never reaches a model provider unredacted.
Holistic AI and Difinity operate at different layers of the AI governance stack. Holistic AI works at the assessment layer — helping organisations understand their AI risk posture and compliance gaps. Difinity works at the execution layer — ensuring every AI request is evaluated and controlled in real time before reaching a model.
| Dimension | Difinity | Holistic AI |
|---|---|---|
| Primary focus | Runtime enforcement + governance | Risk assessment + compliance monitoring |
| API gateway / request interception | ||
| PII redaction before model sees data | ||
| EU AI Act automated risk classification | ||
| AI system discovery and inventory | ||
| Bias and fairness detection | ||
| Data sovereignty (on-prem / hybrid) | ||
| Multi-provider AI routing |
Holistic AI is a strong choice for organisations that need to understand their AI risk exposure before they can act on it. Its focus on automated risk classification under the EU AI Act, and its AI system discovery tooling, addresses a real problem that many organisations face: they do not know what AI they have or how risky it is. Holistic AI answers that question well.
Holistic AI automates the risk classification process under the EU AI Act — mapping AI systems to the appropriate risk tier (prohibited, high-risk, limited-risk, minimal-risk) based on use case, deployment context, and technical characteristics.
Holistic AI provides tooling to discover and inventory AI systems across an organisation — including shadow AI usage that may not have been formally approved or registered. This visibility is foundational for any serious governance programme.
Holistic AI includes automated bias and fairness evaluation capabilities — testing AI models for discriminatory outputs across protected characteristics. This is particularly valuable for high-risk EU AI Act applications in hiring, credit, and healthcare.
Knowing your AI risk profile is necessary. Actively controlling AI execution is sufficient. Holistic AI helps you understand where you stand. Difinity makes sure your stance is enforced in practice — for every request, every provider, in real time.
Holistic AI assesses your compliance posture. Difinity Flow actively enforces it — sitting in the request path between your application and every AI provider. When a policy is violated, Difinity blocks, redacts, reroutes, or escalates before the model ever processes the request. Assessment and enforcement are different disciplines.
Real-time enforcement: block · redact · reroute · escalate to human reviewDifinity detects and redacts sensitive data — PII, financial information, health records, custom patterns — before forwarding requests to any AI provider. Context is restored in the response. Holistic AI does not operate in the request path and cannot perform this function. For regulated data environments, this gap is not theoretical.
Redaction: names · emails · IDs · financial · health · custom entity patternsDifinity routes requests across OpenAI, Anthropic, Gemini, DeepSeek, Grok, and Mistral through a single API, with BERT-based routing selecting the optimal model per request. Every request is governed regardless of which provider it targets. Holistic AI does not sit in this path.
One gateway, all providers: OpenAI · Anthropic · Gemini · DeepSeek · Grok · MistralDifinity deploys on-premises or in a private cloud — with no AI request data leaving your controlled environment unless you choose. For financial services, healthcare, and defence organisations deploying high-risk AI systems under the EU AI Act, data residency is not optional. Holistic AI does not offer comparable deployment flexibility.
Full deployment control: cloud · on-prem · hybrid — your data, your infrastructure| Feature | Difinity | Holistic AI |
|---|---|---|
| Runtime AI Controls | ||
| API gateway intercepting AI requests | ||
| Runtime policy enforcement (pre-model) | ||
| PII detection and auto-redaction | ||
| Toxic content filtering at runtime | ||
| Human escalation workflows | ||
| Risk Assessment & Compliance | ||
| EU AI Act automated risk classification | ||
| AI system discovery and inventory | ||
| Continuous compliance monitoring | ||
| EU AI Act compliance assessment | ||
| Bias and fairness detection | ||
| Complete audit trails | ||
| Provider Support & Routing | ||
| Multi-provider AI support | ||
| BERT-based intelligent routing | ||
| Cost management and token attribution | ||
| Deployment | ||
| Cloud deployment | ||
| On-premises deployment | ||
| Hybrid deployment | ||
| Data sovereignty controls | ||
~ = partial support or available with additional configuration. Last reviewed April 2026.
For many organisations, Holistic AI and Difinity are complementary. Use Holistic AI to classify your AI systems, identify compliance gaps, and build a risk-aware governance programme. Use Difinity to enforce the controls that programme defines — in real time, at the API layer, across every AI request.
Understanding your AI risk posture is the first step. Enforcing policy controls on every live AI request is the one that closes your compliance gap. Deploy Difinity in under 14 days — no code changes required.