Deterministic guardrails for AI agents. No second LLM. No hallucination risk. Mathematically grounded verification that runs in microseconds.
Using one language model to check another is like asking a witness to judge their own testimony.
Same input, different output. LLM-based guards give different answers on every run. You can't build safety on randomness.
Adding a second LLM call doubles latency and cost. At scale, your guardrail costs more than your agent.
An LLM checking an LLM can hallucinate its safety verdict. The guard is as unreliable as the thing it guards.
Built on Nyaya epistemology and Vedic mathematical principles — 2,500 years of logical rigor, encoded as software.
Classifies evidence by type (direct, inference, analogy, testimony), detects logical fallacies, computes weighted reliability.
16 mathematical verification methods — boundary checks, equilibrium, proportionality, completeness, gap analysis.
Risk assessment using strategic postures, resource evaluation, and cost-benefit analysis. Context-aware action gating.
pip install, import, verify. Works with any AI framework — LangChain, CrewAI, AutoGen, or raw API calls.
from pramana import Pramana engine = Pramana() # Verify LLM output before sending result = engine.verify_quick( data={"cpu": 0.82, "memory": 0.71}, constraints={"cpu": 0.85, "memory": 0.90} ) if result.verdict == "VERIFIED": execute_action() else: halt(result.reasoning) # Or via REST API: # POST https://api.pramana.cloud/verify/quick # {"data": {...}, "constraints": {...}} # -> {"verdict": "VERIFIED", "confidence": 0.92}
Pre-built verification profiles with industry-specific thresholds. Deploy in minutes, not months.
Deterministic guardrails for every AI action. Gate agent behavior without a second LLM in the loop.
Auditable verification for regulated environments. Every decision traced back to evidence and rules.
Zero-tolerance patient safety verification. Deterministic checks that regulators can audit line by line.
Sub-millisecond pre-action verification for systems where latency kills. Runs on-device, no cloud required.
Automated building code compliance. IBC, OSHA, and ADA checks encoded as verifiable constraints.
Evidence-based incident response gating. Classify, verify, and gate security actions with forensic-grade provenance.
No per-token pricing. No surprise bills. Predictable costs at any scale.
Open source, self-hosted
Hosted API for teams
Enterprise & regulated industries
Deploy deterministic AI guardrails in under 5 minutes.