LLM at Scale.AI

What LLM at Scale.AI does

LLM at Scale.AI is a Singapore-incorporated enterprise AI company (LLM At Scale PTE.Ltd.) founded in 2023 that builds an agentic AI platform for orchestrating multiple large language models and specialized task agents to automate complex business processes. Its core product, the Multi-Agent Orchestration Platform, coordinates supervising, collaboration, and task/specialty agents and integrates with enterprise systems across AWS Bedrock, Google Cloud, and Microsoft Azure using frameworks such as LangChain and AutoGPT. Adjacent products include FacilityGuard AI (autonomous building compliance and public safety, priced from $83/building), an Energy Management Platform for facility optimization, a Guardrails safety framework, and an LLM Evaluation Platform supporting LLM-as-Judge and Human-in-the-Loop Feedback.

The company targets government agencies and Fortune 500 enterprises through a direct enterprise field sales motion, supported by strategic technology partnerships with Google, OpenAI, AWS, Microsoft Azure, IBM, and Arize, and channel partnerships with CBRE and JLL. Named deployments include California state agencies (DMV, FI$Cal, EDD, Caltrans), Singapore's JTC Corporation, and enterprises such as Otis, Procter & Gamble, Marriott, and Fusable. Revenue is generated primarily through recurring enterprise subscriptions and per-building SaaS pricing, with disclosed FacilityGuard volumes of 500+ portfolios and 3,500+ compliance renewals.

The firm is privately held and appears bootstrapped or founder-funded, with no disclosed venture funding rounds and a team of 11-50 employees operating across Singapore, Bengaluru, and the United States. It holds an AAMVA Award for Innovation (2024) for the California DMV license plate ML algorithm and was named a Global Startup Summit 2025 winner. Academic and innovation affiliations include MIT, Harvard Innovation Lab, UC Davis, NTU Singapore, and Ngee Ann Polytechnic.

Name

LLM at Scale.AI

Legal name

LLM At Scale PTE.Ltd.

Website

https://llmatscale.ai

Company type

Private

Founded year

2023

Operating status

Operating

Headcount range

11–50 employees

Short description

LLM at Scale.AI is a Singapore-based enterprise AI company founded in 2023 that builds a multi-agent orchestration platform coordinating LLMs and specialized task agents for government agencies and Fortune 500 enterprises across compliance, energy, and safety use cases.

Ownership category

akta.pro rank

Product category

Enterprise Agentic AI Platform

NAICS

Computer Systems Design Services (541512), Custom Computer Programming Services (541511), Computer Systems Design and Related Services (54151)

SIC

Services-Prepackaged Software (7372), Services-Computer Integrated Systems Design (7373), Services-Computer Programming Services (7371)

akta.pro primary industry

Agents & Autonomous Workflows (Tool Use, Planning, Multi-Agent) (HDAAACAF)

akta.pro secondary industries

LLMOps & Generative AI Platforms (Prompt/Agent Orchestration, RAG) (HDAEANAD), AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ), LLM/GenAI Guardrails & Safety Controls (policy, filtering, routing) (HDAAAKAD), AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety) (HDAEANAF)

Keywords

• Enterprise AI platform
• Multi-agent orchestration
• Agentic AI solutions
• Building compliance software
• AI safety guardrails

Headquarters

HQ city

Bengaluru

HQ country

India

HQ region

Asia

Offices2 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Marketing or Sales, Operations, Infrastructure

Revenue model

1. FacilityGuard AI Subscription: Per-building subscription pricing for autonomous compliance AI. Includes zero setup fees and automatic volume discounts up to 20% for larger portfolios.
2. Multi-Agent Orchestration Platform: Enterprise platform licensing for multi-agent AI orchestration, likely subscription-based for government and enterprise deployments.
3. Industrial Agent Solutions: Pre-built industry-specific agents (public sector, energy, retail, health, consumer) delivered as tailored GenAI solutions through strategic partnerships.

Pricing tiers

Go-to-market motion1 record

Distribution channels3 records

Marketing channels5 records

Core offering

LLM at Scale.AI builds an enterprise-grade agentic AI platform that orchestrates multiple large language models and specialized AI agents to automate complex business processes. Its product suite includes a Multi-Agent Orchestration Platform, FacilityGuard AI for autonomous building compliance and public safety, an Energy Management Platform for facility optimization, Guardrails for AI safety and compliance, and an LLM Evaluation Platform with Human-in-the-Loop Feedback. The company also delivers pre-built industrial agents and use cases for government, enterprise, energy, and education customers.

Product overview

LLM at Scale.AI is an industry-leading enterprise platform for multi-agent AI orchestration, delivered as a unified platform-plus-modules architecture. The core platform coordinates supervising, collaboration, and task/specialty agents across enterprise LLMs to automate complex business processes. Key integrated modules include: FacilityGuard AI (autonomous building compliance and public safety), the Energy Management Platform (AI-driven energy efficiency and operational optimization), Guardrails (enterprise AI safety and compliance framework), and the LLM Evaluation Platform (model benchmarking and Human-in-the-Loop Feedback). The platform also offers a library of pre-built industrial agents for public sector, energy, consumer, and retail use cases, alongside a publications portfolio covering multi-agent orchestration, guardrails, semantic search, LLM-as-a-Judge, AI ethics, prompt engineering, conversational AI, data science, and Python for enterprise. The platform integrates enterprise data sources including Schneider Electric, Johnson Controls, Honeywell, Cloud SQL, BigQuery, and supports evaluation frameworks like DeepEval, RAGAS, Phoenix, LangChain, HuggingFace Evaluate, and OpenAI Evals.

Differentiator

Problem solved

Functional benefit

Brands

• FacilityGuard AI: The world's first Agentic AI platform purpose-built for building compliance, certifications, and public safety. It operates autonomously across inspections, regulatory workflows, and incident response.

Products and services

• Multi-Agent Orchestration Platform An enterprise platform for multi-agent AI orchestration that coordinates multiple LLMs and specialized task agents to automate complex business processes. The platform orchestrates supervising agents, collaboration agents, and task agents to deliver autonomous decision-making, reasoning, and adaptive business process execution for government and large enterprises.
• FacilityGuard AI An agentic AI platform purpose-built for building compliance, certifications, and public safety. FacilityGuard AI autonomously coordinates across tenants, building owners, regulators, and facility managers to enforce building codes, automate inspections, manage compliance renewals, and coordinate public safety responses. Offered as SaaS starting at $83/building with no setup fees and volume discounts up to 20%.
• Energy Management Platform A unified multi-agent platform for AI-driven operational excellence and energy efficiency in commercial and industrial facilities. Deploys specialized agents for space optimization, HVAC/electrical management, layout planning, occupant comfort, renewable energy management, and predictive maintenance, targeting up to 70% energy efficiency gains.
• Guardrails AI Safety & Compliance Framework An enterprise-grade guardrail framework for deploying safe, secure, and trustworthy generative AI systems. Provides content control, word/phrasing control, sensitive information masking, real-time blocking, centralized compliance monitoring, and PII redaction across text, numerical, image, audio, and multimodal data types, integrating with Amazon Bedrock Guardrails.
• LLM Evaluation Platform An enterprise-level LLM evaluation and benchmarking platform that assesses model performance, security, cost efficiency, and compliance across multiple LLM providers. Integrates leading open-source frameworks (DeepEval, RAGAS, Phoenix, LangChain, HuggingFace Evaluate, OpenAI Evals, LangTest, LLM Eval Harness) and provides LLM-as-a-Judge evaluation with Human-in-the-Loop Feedback.
• Agentic AI Research Lab An industrial intelligence research lab uniting researchers, data scientists, operators, and policymakers to develop autonomous agents for industrial and government applications. The lab co-develops with industry leaders, trains on live operational data, and deploys solutions in high-stakes environments across adaptive language models, multimodal AI, AI-driven simulations, transfer learning, and collaborative AI agents.

Quantifiable outcome

• Up to 70% more process automation
• +15 more outcomes

Named customers10 records

Segments4 records

Ideal customer profiles4 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

Integration15 records

AI capability18 records

Feature8 records

Partnerships

16 partnerships are on record, tiered core, key and minor.

• GooglecoreTechnology or Integration · 1 January 2024Strategic technology partnership for delivering GenAI and LLM solutions. Google partnership enables integration capabilities and co-innovation for enterprise deployments.
• OpenAIcoreTechnology or Integration · 1 January 2024Strategic partnership for OpenAI model integration. Enables access to GPT models for enterprise AI solutions and multi-agent orchestration capabilities.
• Amazon Web Services (AWS)coreTechnology or Integration · 1 January 2024AWS Bedrock Agents integration for secure, scalable enterprise deployments. Multi-cloud deployment support with AWS infrastructure.
• Microsoft AzurecoreTechnology or Integration · 1 January 2024Multi-cloud deployment partnership enabling Azure-based enterprise AI solutions and integration with Microsoft ecosystem.
• IBMcoreTechnology or Integration · 1 January 2024Strategic alliance for delivering robust, scalable GenAI and LLM solutions leveraging IBM technologies and enterprise relationships.
• Arize AIcoreTechnology or Integration · 1 January 2024Integration with Arize Phoenix for AI observability and evaluation capabilities in enterprise LLM deployments.
• JTC CorporationkeyTechnology or Integration · 1 January 2024Pilot deployments across 100+ buildings for compliance automation. JTC is Singapore's leading industrial infrastructure developer.
• CBREkeyChannel Partner/ Reseller/ Distributor · 1 January 2024Commercial real estate partnership for FacilityGuard AI deployment across building portfolios.
• JLLkeyChannel Partner/ Reseller/ Distributor · 1 January 2024Global commercial real estate services partnership for facility compliance and energy efficiency solutions.
• MITkeyStrategic or Co-development Partner · 1 January 2023Academic engagement for research in Generative AI, LLMs, and industrial applications. MIT Sloan & CSAIL course collaboration.
• UC DaviskeyStrategic or Co-development Partner · 1 January 2023Academic partnership for research collaboration in Generative AI, LLMs, and energy efficiency.
• Ngee Ann PolytechnickeyStrategic or Co-development Partner · 1 January 2023Singapore polytechnic partnership for AI research, energy efficiency studies, and talent development programs.
• NTU SingaporekeyStrategic or Co-development Partner · 1 January 2023Nanyang Technological University partnership for research in Generative AI, LLMs, and advanced industrial applications.
• Harvard Innovation LabkeyStrategic or Co-development Partner · 1 January 2023Harvard Innovation Lab affiliation accelerating AI innovation and startup ecosystem engagement.
• Rancho Cordova City CouncilminorStrategic or Co-development Partner · 1 January 2023Community partnership for After School Agentic AI Program and GenAI bootcamp education initiatives.
• SMUD (Sacramento Municipal Utility District)minorStrategic or Co-development Partner · 1 January 2023Community partnership for energy efficiency programs and educational initiatives.

Scale indicators15 records

Recent moves6 records

Expansion highlights6 records

Direct peers

• CrewAI: Multi-agent AI orchestration framework that coordinates role-based LLM agents for enterprise workflows. Directly comparable to LLM at Scale.AI's supervising/collaboration/task agent architecture and a primary direct competitor in the agentic AI orchestration category.
• Aisera: Enterprise agentic AI platform for IT service management, HR, customer service, and operations. Comparable to LLM at Scale.AI's conversational AI and process automation capabilities serving similar enterprise customers.
• Moveworks: Enterprise AI platform that deploys agents for IT support, HR, and employee service automation. Comparable in addressing regulated enterprise workflows with guardrails and enterprise-grade security requirements.
• LangChain: Open-source LLM orchestration framework with LangGraph for multi-agent systems, RAG, and tool use. LLM at Scale.AI explicitly builds on LangChain and AutoGPT, making LangChain a foundational direct peer and ecosystem partner.
• Kore.ai: Enterprise conversational AI and agent platform for customer experience, agent assistance, and process automation. Comparable in deploying AI agents across enterprise workflows with similar guardrails and evaluation tooling.
• AutoGen (Microsoft Research): Microsoft's open-source multi-agent framework for orchestrating conversable LLM agents. Directly overlaps with LLM at Scale.AI's multi-agent orchestration platform and is explicitly referenced as a build dependency.

Broad incumbents

• Salesforce Agentforce: Salesforce's enterprise agentic AI platform embedded within the CRM ecosystem. A broader incumbent competitor offering autonomous AI agents for sales, service, and operations with deep enterprise distribution.
• Amazon Bedrock Agents: AWS managed service for building and deploying generative AI agents natively integrated into the AWS ecosystem. A key ecosystem partner but also a competitive threat as it embeds orchestration features directly into the cloud platform.

Emerging players

• Relevance AI: AI workforce platform that enables teams to build and deploy AI agents and tools for business operations. Comparable agentic AI capabilities with a more self-serve go-to-market model targeting similar enterprise use cases.
• Cognosys: AI agent platform for autonomous task execution using multiple LLMs and tools. Comparable multi-agent architecture and RAG-based reasoning targeting enterprise productivity workflows.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

• LinkedInlinkedin.com/company/llm-at-scale

Revenue estimate

Valuation estimate

Number of profiles

Profiles5 records

Funding overview

Funding rounds1 record

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about LLM at Scale.AI