Unlikely AI

Neurosymbolic AI platform for regulated industries — combining LLMs with symbolic reasoning for auditable, hallucination-free automation

Lighthouse

AI revenue management and business intelligence for hospitality and travel

Unlikely AI

Moderate

14/25

Lighthouse

Strong

20/25

Score Breakdown

DimensionUnlikely AILighthouse

Data Residency

Where is your data stored and processed?

Unlikely AI: UK-based company likely hosting in UK data centres. Specific hosting locations and cloud providers not publicly disclosed. UK adequacy decision enables straightforward EU data transfers.

Lighthouse: Data hosted on AWS with EU region configuration for European customers. Belgian incorporation means primary data governance is under EU law. Appropriate for European hotel groups with GDPR obligations on guest and revenue data.

3/5

UK-based company likely hosting in UK data centres. Specific hosting locations and cloud providers not publicly disclosed. UK adequacy decision enables straightforward EU data transfers.

4/5

Data hosted on AWS with EU region configuration for European customers. Belgian incorporation means primary data governance is under EU law. Appropriate for European hotel groups with GDPR obligations on guest and revenue data.

Legal Jurisdiction

Which laws govern the company and your data?

Unlikely AI: UK limited company. Post-Brexit UK operates under UK GDPR, which is GDPR-equivalent. Outside EEA but holds EU adequacy decision. Not subject to US CLOUD Act.

Lighthouse: Incorporated in Belgium under Belgian and EU law. GDPR applies as a matter of corporate law, not just contractual obligation. EU incorporation with no US parent company. No CLOUD Act exposure. Strong EU sovereignty story for the hospitality sector.

3/5

UK limited company. Post-Brexit UK operates under UK GDPR, which is GDPR-equivalent. Outside EEA but holds EU adequacy decision. Not subject to US CLOUD Act.

5/5

Incorporated in Belgium under Belgian and EU law. GDPR applies as a matter of corporate law, not just contractual obligation. EU incorporation with no US parent company. No CLOUD Act exposure. Strong EU sovereignty story for the hospitality sector.

Data Retention & Training

Is your data used for model training?

Unlikely AI: Data handling practices not publicly documented. Regulated industry deployments (Lloyds, SBS Claims) imply strict contractual controls. Neurosymbolic approach inherently limits data dependency compared to pure LLMs.

Lighthouse: Customer hotel data is not used for cross-customer model training without consent. GDPR-compliant data processing agreements available under Article 28. Configurable data retention aligned with hospitality operational requirements.

3/5

Data handling practices not publicly documented. Regulated industry deployments (Lloyds, SBS Claims) imply strict contractual controls. Neurosymbolic approach inherently limits data dependency compared to pure LLMs.

4/5

Customer hotel data is not used for cross-customer model training without consent. GDPR-compliant data processing agreements available under Article 28. Configurable data retention aligned with hospitality operational requirements.

Certifications

ISO 27001, SOC 2, Cyber Essentials, etc.

Unlikely AI: No SOC 2 or ISO 27001 certifications publicly confirmed. Serves regulated financial services firms, suggesting internal security practices meet industry requirements. Public certification would strengthen the posture.

Lighthouse: Holds ISO 27001 certification. Appropriate baseline for a hospitality technology platform. SOC 2 Type II would strengthen the posture for hotel groups with enterprise procurement requirements.

1/5

No SOC 2 or ISO 27001 certifications publicly confirmed. Serves regulated financial services firms, suggesting internal security practices meet industry requirements. Public certification would strengthen the posture.

3/5

Holds ISO 27001 certification. Appropriate baseline for a hospitality technology platform. SOC 2 Type II would strengthen the posture for hotel groups with enterprise procurement requirements.

Regulatory Fit

Suitability for regulated industries and professional services

Unlikely AI: Strong alignment with EU AI Act explainability requirements. Neurosymbolic approach provides auditable decision paths. Deployed in FCA-regulated insurance. UK jurisdiction is a minor consideration for EEA businesses.

Lighthouse: Excellent fit for European hotel operators subject to GDPR and national data protection authorities. Belgian legal jurisdiction and EU data hosting provide a credible compliance posture. Good alignment with hospitality-specific data governance requirements.

4/5

Strong alignment with EU AI Act explainability requirements. Neurosymbolic approach provides auditable decision paths. Deployed in FCA-regulated insurance. UK jurisdiction is a minor consideration for EEA businesses.

4/5

Excellent fit for European hotel operators subject to GDPR and national data protection authorities. Belgian legal jurisdiction and EU data hosting provide a credible compliance posture. Good alignment with hospitality-specific data governance requirements.

Total Score

14/25

20/25

Best For

Unlikely AI

Best for EU-headquartered organisations needing maximum data sovereignty; regulated industries (ICO, APD (Belgium)); privacy-conscious teams who need strong data retention controls; enterprises requiring SSO integration.

Lighthouse

Best for regulated industries (FCA, PRA).

Detailed Comparison

Lighthouse vs Unlikely AI: Trust & Compliance Comparison

Lighthouse (Lighthouse, BE) scores 20/25 overall with a Silver (Strong) trust badge. AI revenue management and business intelligence for hospitality and travel. Unlikely AI (Unlikely AI, GB) scores 14/25 with a Bronze (Moderate) trust badge. Neurosymbolic AI platform for regulated industries — combining LLMs with symbolic reasoning for auditable, hallucination-free automation.

Dimension-by-Dimension Breakdown

#### Data Residency

Lighthouse leads with 4/5 vs 3/5.

●Lighthouse (4/5): Data hosted on AWS with EU region configuration for European customers. Belgian incorporation means primary data governance is under EU law. Appropriate for European hotel groups with GDPR obligations on guest and revenue data.

●Unlikely AI (3/5): UK-based company likely hosting in UK data centres. Specific hosting locations and cloud providers not publicly disclosed. UK adequacy decision enables straightforward EU data transfers.

#### Legal Jurisdiction

Lighthouse leads with 5/5 vs 3/5.

●Lighthouse (5/5): Incorporated in Belgium under Belgian and EU law. GDPR applies as a matter of corporate law, not just contractual obligation. EU incorporation with no US parent company. No CLOUD Act exposure. Strong EU sovereignty story for the hospitality sector.

●Unlikely AI (3/5): UK limited company. Post-Brexit UK operates under UK GDPR, which is GDPR-equivalent. Outside EEA but holds EU adequacy decision. Not subject to US CLOUD Act.

#### Data Retention & Training

Lighthouse leads with 4/5 vs 3/5.

●Lighthouse (4/5): Customer hotel data is not used for cross-customer model training without consent. GDPR-compliant data processing agreements available under Article 28. Configurable data retention aligned with hospitality operational requirements.

●Unlikely AI (3/5): Data handling practices not publicly documented. Regulated industry deployments (Lloyds, SBS Claims) imply strict contractual controls. Neurosymbolic approach inherently limits data dependency compared to pure LLMs.

#### Certifications

Lighthouse leads with 3/5 vs 1/5.

●Lighthouse (3/5): Holds ISO 27001 certification. Appropriate baseline for a hospitality technology platform. SOC 2 Type II would strengthen the posture for hotel groups with enterprise procurement requirements.

●Unlikely AI (1/5): No SOC 2 or ISO 27001 certifications publicly confirmed. Serves regulated financial services firms, suggesting internal security practices meet industry requirements. Public certification would strengthen the posture.

#### Regulatory Fit

Both score equally at 4/5.

●Lighthouse (4/5): Excellent fit for European hotel operators subject to GDPR and national data protection authorities. Belgian legal jurisdiction and EU data hosting provide a credible compliance posture. Good alignment with hospitality-specific data governance requirements.

●Unlikely AI (4/5): Strong alignment with EU AI Act explainability requirements. Neurosymbolic approach provides auditable decision paths. Deployed in FCA-regulated insurance. UK jurisdiction is a minor consideration for EEA businesses.

Certifications at a Glance

Certification	Lighthouse	Unlikely AI
ISO 27001	Yes	No

Overall Verdict

Lighthouse has a clear trust advantage, scoring 20/25 compared to Unlikely AI's 14/25. Lighthouse particularly excels in data residency, legal jurisdiction, data retention & training, certifications.

Frequently Asked Questions

Which is better for EU compliance, Unlikely AI or Lighthouse?

Unlikely AI has a TrustKit score of 14/25 while Lighthouse scores 20/25. Lighthouse currently rates higher across data residency, legal jurisdiction, data retention, certifications, and regulatory fit.

How do Unlikely AI and Lighthouse compare on data residency?

Unlikely AI scores 3/5 for data residency (UK-based company likely hosting in UK data centres. Specific hosting locations and cloud providers not publicly disclosed. UK adequacy decision enables straightforward EU data transfers.), while Lighthouse scores 4/5 (Data hosted on AWS with EU region configuration for European customers. Belgian incorporation means primary data governance is under EU law. Appropriate for European hotel groups with GDPR obligations on guest and revenue data.).

Are Unlikely AI and Lighthouse GDPR compliant?

Both tools are assessed across five compliance dimensions. Unlikely AI has a regulatory fit score of 4/5 and Lighthouse scores 4/5. Check the full comparison above for a detailed breakdown.

Explore Each Tool