mala.dev
Mala vs Context Engines

Why 'Context' isn't enough without 'Authority'

The Core Difference

Context Engines (like Vector DBs) maximize *relevance*. Mala maximizes *authority*. Relevance is probabilistic (maybe this is true?). Authority is deterministic (this is definitely true).

Feature Comparison4 features
Feature
Mala
Context Engines
Goal
Proof of Truth
Maximize Availability
Mechanism
Cryptographic Hashing
Vector Similarity
Outcome
Defensible Decisions
Plausible Answers
Risk
Minimized (Governed)
High (Hallucination)
Why Enterprise Teams Choose Mala

The industry is obsessed with 'Context'—giving the AI more data. But more data doesn't mean more trust. In fact, more context can often lead to more hallucinations or 'jailbreaks'. Mala flips the script. Instead of just feeding the AI more context, we force it to cite its sources and prove its reasoning. We turn 'Context' into 'Precedent'.

Frequently Asked Questions

Is Mala a Vector Database?

No. Mala sits *above* your Vector Database. We ensure that the vectors being retrieved are actually valid, compliant, and safe to use.

The decision is clear
Start Sealing Your Decisions

Don't just monitor what happened. Prove why it happened with Mala's cryptographic accountability layer.