TRACEGov
Innovation

CERI: Constraint-Embedded Regulatory Intelligence

CERI injects governance constraints at inference time, not post-hoc. Instead of filtering or redacting LLM outputs, CERI embeds regulatory intelligence directly into the model's context window -- making compliance part of the generation itself.

app.tracegov.ai/workspace/ceri-engine
Live
Pipeline Active· CERI injection running on all queries
12 constraints
Active Frameworks
EU AI Act
Art. 14, 26, 50
7
GDPR
Art. 13, 22, 25
5
DORA
Art. 5, 28
NIS2
Art. 21, 23
2 of 4 active
constraints.ceri
output.json
1// Injected at inference time
2 
3[CERI:EU-AI-ACT:ART-26]
4 Deployer must implement appropriate
5 human oversight measures...
6 
7[CERI:EU-AI-ACT:ART-50]
8 AI-generated output must be marked
9 as artificially generated content...
10 
11[CERI:GDPR:ART-22]
12 Data subject has right not to be
13 subject to solely automated decisions...
Compiled2 frameworks5 articles12 constraints
Baked in
Governance at inference, not after
Zero latency
No measurable performance impact
Multi-framework
One query, every regulation

How CERI Works

Governance at inference, not after the fact

01

Framework Selected

The user or workspace selects which regulatory frameworks apply: EU AI Act, GDPR, DORA, or any of 50+ supported frameworks.

02

Constraints Embedded

CERI maps framework requirements to specific inference constraints and injects them directly into the LLM context window.

03

LLM Generates Response

The LLM generates its response with governance constraints already present in its context -- compliance is part of the generation, not an afterthought.

04

Governance Baked In

The response is natively compliant. No post-processing filters, no redaction. The governance intelligence is embedded in the output itself.

CERI Capabilities

Embedded regulatory intelligence for every AI interaction

Multi-Framework

Apply constraints from multiple regulatory frameworks simultaneously. EU AI Act + GDPR + DORA in a single query.

Inference-Time Injection

Constraints are injected before the LLM generates its response, not applied after the fact. True embedded governance.

No Post-Processing

Unlike filter-based approaches, CERI does not redact or modify LLM outputs. The response is compliant from generation.

Cross-Framework Mapping

Automatically maps overlapping requirements across frameworks. A single constraint can satisfy multiple regulations.

Dynamic Updates

When regulations change, CERI constraint sets update automatically. No code changes required -- governance stays current.

Zero Latency Impact

CERI adds governance without measurable latency impact. Constraint injection is optimized for streaming responses.

136days until enforcement

Experience Embedded Governance

See how CERI transforms your AI compliance from post-hoc filtering to native governance.

No credit card requiredEU-hostedGDPR compliant