Technology & Reliability
Generic AI startups offer autonomous LLM agents that hallucinate 20% of the time and leak personal data. Lexular's Classifier & Taxonomy architecture sits above: full complexity, zero hallucinations, 100% audit trail.
Positioning
< AI revolution — Deterministic, rule-based
Trusted for 20+ years. High compliance. Low complexity. Cannot handle multi-intent queries or unstructured input.
Lexular — Classifier & Taxonomy
High complexity. High compliance. Robust architecture that neutralises input manipulation, enforces determinism via taxonomy, and stays silent when confidence is insufficient.
Generic AI startups — Autonomous LLM agents
High complexity appearance. Low compliance. ~20% hallucination rate, data leakage risk, inconsistent brand voice, susceptible to input manipulation.
Feature Comparison
Feature
< AI revolution
Rule-based
Lexular
Classifier & Taxonomy
Generic AI Startups
Autonomous LLM
Multi-intent query handling
Hallucination rate
Full audit trail
Input manipulation protection
Prompt injection, jailbreaking
Consistent brand & policy voice
Personal data leakage risk
Smart Silence
Escalates instead of guessing
Time to first go-live
* Gartner report: Responsible AI is an afterthought in many AI startups = Brand Damage & Project Abandonment.
Lexular Architecture
The core of Lexular's reliability is architectural, not coincidental. Every output is the product of a deterministic classification chain, not a free-form LLM generation.
Every incoming question is classified against a strict taxonomy before any AI reasoning occurs. The label match neutralises adversarial inputs and constrains the response space to verified answer templates.
Answers are mapped to verified taxonomy nodes — not generated on the fly. This guarantees that the same question always produces the same answer, enforcing brand consistency across all CSRs and channels.
If the classifier confidence score falls below the threshold, Lexular stays silent and routes the query to a human CSR. No hallucinated answer is better than a clean escalation. This eliminates the ~20% hallucination risk of autonomous LLMs.
Our Philosophy
"Insurance First, AI Second."
We implement cutting-edge AI without following the hype. We build practical, working products — not fancy slides. We co-work with your business and IT to grow together in partnership with a long-term roadmap.
Talk to the Lexular Team →