AI makes mistakes.
Superficial fixes them.

Superficial is the accuracy layer for AI, built to eliminate mistakes at machine speed and make large language models reliable for real-world applications.

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Benchmarks

Superficial achieves 100% factual accuracy on models from OpenAI, Google, xAI, and Anthropic — as measured on Google DeepMind’s FACTS benchmark.

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Models are evaluated using Google DeepMind’s FACTS methodology. When FACTS marks a response as inaccurate, we one-shot enhance it using Superficial’s audit results, then re-score it with FACTS to measure the independent accuracy gain. Real-world results may vary with source availability and domain complexity.

Our models

Superficial's neurosymbolic models are purpose-built to extract, ground, and deterministically verify AI generated content — enabling traceable, high-accuracy outputs at machine speed.

Flash 1.0

Our fastest, most affordable model for lower latency, lower stakes use cases.

Latency: < 1 seconds per claim
Web grounding
File Grounding — PDFs, Office docs, images, audio, video, code, and more
Batches claims for lowest latency
Deterministic verification
Ideal for AI co-pilots and assistants, customer service tools, content review, and sales enablement automation

Pro 1.0

Our balanced model with individual claim processing suitable for most applications

Latency: < 5 seconds per claim
Web grounding
File Grounding — PDFs, Office docs, images, audio, video, code, and more
Deterministic verification
Atomic claim extraction for balanced accuracy and latency
Full traceability from claim 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 1.0

Our most expansive grounding effort, for high-precision, high-stakes uses.

Latency: < 10 seconds per claim
Web grounding
File Grounding — PDFs, Office docs, images, audio, video, code, and more
Deterministic verification
Dual pass atomic claim extraction for maximum precision
Expanded grounding effort for highest claim determination
Full traceability from claim 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

Your AI has already made mistakes

Superficial finds and fixes them — before they cause problems