Superficial for Enterprise

Superficial delivers complete hallucination elimination for your organisation's AI workflows.

Why Superficial for Enterprise

In regulated, high-risk environments, unverifiable AI outputs aren't just inaccurate, they're a liability. Superficial eliminates hallucinations with high precision claim extraction and verification, built for auditability, traceability, and compliance.

Validated against Google DeepMind's FACTS Benchmark, Superficial delivers 99.84% one-shot factual accuracy across all major models. Enterprise controls allow edge cases to be flagged with precision, enabling 100% hallucination elimination through configurable review workflows.

Superficial works in real time by:

  • Extracting granular atomic, verifiable claims from AI output
  • Verifying each claim against user-selected public sources, private documents, or internal / professional databases
  • Applying corrections or flagging unverifiable content - with every change fully logged

The result: end-to-end provenance and source attribution for every model output - fully aligned with the traceability, transparency, and accountability principles of global regulations such as the EU AI Act.

Superficial Enterprise Dashboard

Enterprise Benefits

  • Deterministic Verification - No guesswork. Each claim is verified or flagged, with full traceability
  • Audit-Ready Logging - Every correction is attributed, timestamped, and exportable
  • SLAs & Performance Guarantees - Low-latency, high-uptime infrastructure with dedicated support
  • Custom Environments - Deploy in your cloud, with full control and compliance alignment

A powerful auditor for high-stakes AI use cases

Built to meet the demands of the EU AI Act

The EU AI Act requires high-risk systems to be transparent, auditable, and grounded in verifiable evidence. Superficial delivers deterministic claim verification, full audit trails, and exportable compliance reports - all by design.

Verifies factual claims with web and file-based grounding
Logs every verification with traceable, deterministic outputs
Flags unverifiable, biased, or inconsistent model statements
Automatically generates documentation for Article 10 compliance
Supports structured reporting for regulatory submission

Compliance isn't optional, and with Superficial, it isn't manual either.

Built to meet the demands of the EU AI Act

Our models

Low-latency, high precision claim extraction and grounding models with deterministic post-verification to ensure traceable, high-reliability AI outputs.

Flash 1

Our fastest, most affordable model for real-time, lower stakes use cases.

Latency: < 1 seconds per claim
Web grounding
Ground to PDF, office documents, images, audio, video + more
Claim theme extraction for lowest latency
Ideal for AI co-pilots and assistants, content review, sales enablement automation and internal QA

Pro 1

Our balanced model with low latency and high claim granularity for most applications

Latency: < 5 seconds per claim
Web grounding
Ground to PDF, office documents, images, audio, video + more
Deterministic verification
Atomic claim extraction for balanced accuracy and latency
Full traceability from output to source for auditability and regulatory compliance
Ideal for regulated deployments in finance, legal and healthcare, enterprise report generation and validation, contract review and compliance checks, model oversight and governance

Ultra 1

Our highest claim granularity with expansive grounding effort for critical, zero-miss, high-stakes uses.

Latency: < 30 seconds per claim
Web grounding
Ground to PDF, office documents, images, audio, video + more
Deterministic verification
Deepest atomic claim extraction for highest precision
Zero-error tolerance with in-built self-checks
Full traceability from output to source for auditability and regulatory compliance
Ideal for clinical decision support systems, legal advice and filings, board or public company communications, indemnified and regulated workflows

Let's talk

We start all engagements with a fully resourced pilot. Tell us about your AI workflows and requirements below, and our team will get in touch to discuss solutions.