Products Research

Redefining Enterprise Tech for the Next Decade

Bright Hustle leverages Doer AI to transform outdated systems into intelligent, agile, and future-proof business solutions.

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Trusted by Leading Organizations

Ark

For Schools, Colleges & Universities

Transform traditional systems into growth engines. Ark creates intelligent, connected operations that unlock fresh revenue streams through multi-directional data flow.

Unlock New Revenue Streams
Multi-Directional Data Flow
Innovation-Led Growth
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DhanYatra

Embedded Financial Services

Money flows like water through your operations. DhanYatra embeds financial services directly into your workflow, making payments, reconciliation, and tracking invisible yet powerful.

Instant Payment Processing
Automated Financial Reconciliation
Transparent Transaction Tracking

Devki AI

Small Language Model for Actions

Beyond conversation, beyond assistance, Devki AI executes. Built on efficient Small Language Models, it doesn't just understand your needs; it acts on them with precision and speed.

Task Execution, Not Just Conversation
SLM-Powered for Speed & Efficiency
Context-Aware Workflow Automation

Research & Innovation

"Small Language Models for Enterprise Administrative Workflows: A Paradigm Shift Beyond Large Language Models"

by Vivek Pandey, Founder & CEO, Bright Hustle

Abstract

Large Language Models (LLMs) face significant barriers in enterprise deployment due to high computational costs, inference latency, and data privacy risks. This paper introduces Small Language Models (SLMs) as a fundamentally superior paradigm for enterprise applications—compact, task-oriented models optimized for efficiency and precision.

Key Contributions:

  • Devki SLM Architecture: Novel model designed specifically for enterprise administrative workflows using knowledge distillation and Parameter-Efficient Fine-Tuning (PEFT).
  • Menu-less, Click-less Interface: Demonstrates conversational workflows that fundamentally alter human-computer interaction in enterprise environments.
  • Superior Performance: Devki significantly outperforms general-purpose LLMs in accuracy, efficiency, and cost-effectiveness for domain-specific administrative tasks.
  • Strategic Framework: Comprehensive methodology for developing SLMs with reproducible results validating a new era in enterprise technology.
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SLM vs LLM Performance Speed LLM SLM Cost Efficiency

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