Ask Your AI Why — In Plain English
ClarifAI's Natural Language Interface translates complex model explanations into plain-English summaries that compliance officers, board members, and customers can actually understand — without a data science degree.
The Last Mile Problem: Explanations Nobody Can Read
Your data science team can produce SHAP waterfall charts and feature attribution tables. But when a loan officer, compliance director, or regulator asks "why was this application declined?", a SHAP chart is not an answer. The gap between what an XAI tool outputs and what a human decision-maker needs to act on — or defend in court — is the most under-solved problem in enterprise AI. ClarifAI's NLI closes that gap.
From Raw XAI Output to Human-Ready Explanation
A four-stage pipeline that makes every explanation usable.
XAI Output Ingestion
NLI ingests the full SHAP and LIME outputs from the Consensus Engine — feature attributions, importance rankings, counterfactuals, and consensus score — as structured input for natural language generation.
Audience-Aware Template Selection
Based on the configured audience profile (customer-facing, compliance officer, board member, regulator), NLI selects the appropriate explanation template — ranging from a single-sentence plain-English summary to a structured 400-word compliance memo.
Natural Language Generation
A fine-tuned language model converts feature attributions into grammatically correct, factually accurate natural language. Every sentence is grounded in the numeric XAI output — no hallucination, no fabrication, no unsupported assertions.
Explanation Delivery & Logging
Explanations are delivered via API (for embedding in customer portals or loan officer dashboards), email, or PDF export. Every explanation is logged with its source XAI data for audit trail completeness.
Natural Language Explanation at Enterprise Scale
Plain-English Summaries
Convert SHAP and LIME outputs into one-paragraph, plain-English explanations understandable by non-technical stakeholders. Configurable reading level from Grade 8 to professional.
Multi-Audience Profiles
Define explanation templates for different audiences: customer-facing (short, empathetic), compliance officer (structured, citable), board reporting (executive summary), regulator (formal, with evidence references).
Multi-Language Support
Generate explanations in English, Hindi, Tamil, Telugu, Marathi, Gujarati, Bengali, and Kannada. Critical for customer-facing deployments in Indian financial services.
API-First Delivery
RESTful API for embedding plain-English explanations directly into loan officer dashboards, customer portals, and rejection notice workflows. Sub-2-second response time at 99.9% uptime.
Compliance Memo Generator
Auto-generate structured compliance memos for high-stakes decisions, including the explanation rationale, supporting evidence, and applicable regulatory framework references.
Hallucination Guardrails
Every sentence generated by NLI is verified against the numeric XAI output. If a claim cannot be grounded in the source data, it is blocked. Explanation fidelity is logged and auditable.
Make Your AI Explainable to Everyone
Book a live demo and hear your own model's decisions explained in plain English within the first 15 minutes.