---
description: If you're in a hunt for the best solution for your business, learn what Adaptive has to offer thanks to GetApp Singapore. We provide the most detailed information on pricing, benefits, and disadvantages of software.
image: https://gdm-localsites-assets-gfprod.imgix.net/images/getapp/og_logo-94fd2a03a6c7a0e54fc0c9e21a1c0ce9.png
title: Adaptive Price, Reviews & Ratings | GetApp Singapore 2026
---

Breadcrumb: [Home](/) > [Generative AI Tools](/directory/3874/generative-ai/software) > [Adaptive](/software/2229501/adaptive-4)

# Adaptive

Canonical: https://www.getapp.sg/software/2229501/adaptive-4

> Adaptive is an on-premises enterprise platform for building, fine-tuning, evaluating, and deploying specialized LLMs using.
> 
> Verdict: Rated \*\*\*\* by 0 users. Top-rated for **Overall Quality**.

-----

## Overview

### Key benefits of Adaptive

\* Enables enterprises to own and retain proprietary AI models by running fine-tuning and inference entirely within their own environment, eliminating dependence on third-party model APIs.
\* Reduces GPU and infrastructure costs by tuning specialized small models (4B-8B parameters) to outperform larger frontier models on domain-specific tasks.
\* Supports RL algorithms including GRPO, GSPO, PPO, DPO, and RLOO through pre-made and customizable training pipelines, removing the need for in-house RL expertise.
\* Synthetic data generation from document corpora bootstraps model training without large human annotation budgets.
\* Customizable AI judge workbench evaluates models against business-specific KPIs rather than generic benchmarks, aligning evaluation directly with operational goals.
\* A/B testing in production validates model changes against a live user subset before full rollout, reducing deployment risk.
\* Continuous learning loop feeds production interactions and business feedback back into training, allowing models to improve from real-world usage without manual retraining cycles.
\* Multi-adapter serving runs hundreds of fine-tuned adapters on a shared model backbone, supporting personalization at scale without multiplying infrastructure costs.
\* Inference autoscaling on Kubernetes with custom kernels for A100, L40S, H100, and H200 GPUs optimizes throughput and resource utilization for production workloads.
\* Structured output generation with token-level constraint enforcement during decoding ensures reliable JSON Schema and Pydantic-compatible completions for downstream system integration.
\* Unified inference management interface consolidates external providers (OpenAI, Anthropic, Gemini, Azure OpenAI) alongside self-hosted models under a single control plane.
\* Integrations with MLflow, Weights and Biases, Tensorboard, and Grafana provide experiment tracking and production observability across the model lifecycle.
\* Python SDK and REST API give engineering teams flexible programmatic access to all platform capabilities.
\* Forward Deployed Engineers provide hands-on deployment support, accelerating time-to-production for enterprise teams.

## About the vendor

- **Company**: Adaptive ML
- **Location**: Paris, France
- **Founded**: 2023

## Commercial Context

- **Target Audience**: 1,001–5,000, 5,001–10,000, 10,000+
- **Available Countries**: France

## Support Options

- FAQs/Forum
- Knowledge Base

## Category

- [Generative AI Tools](https://www.getapp.sg/directory/3874/generative-ai/software)

## Links

- [View on GetApp](https://www.getapp.sg/software/2229501/adaptive-4)

## This page is available in the following languages

| Locale | URL |
| en | <https://www.getapp.com/all-software/a/adaptive-4/> |
| en-AE | <https://www.getapp.ae/software/2229501/adaptive-4> |
| en-AU | <https://www.getapp.com.au/software/2229501/adaptive-4> |
| en-CA | <https://www.getapp.ca/software/2229501/adaptive-4> |
| en-GB | <https://www.getapp.co.uk/software/2229501/adaptive-4> |
| en-IE | <https://www.getapp.ie/software/2229501/adaptive-4> |
| en-NZ | <https://www.getapp.co.nz/software/2229501/adaptive-4> |
| en-SG | <https://www.getapp.sg/software/2229501/adaptive-4> |
| en-ZA | <https://www.getapp.za.com/software/2229501/adaptive-4> |

-----

## Structured Data

<script type="application/ld+json">
  {"@context":"https://schema.org","@graph":[{"name":null,"address":{"@type":"PostalAddress","addressLocality":null,"addressRegion":null,"postalCode":null,"streetAddress":null},"description":"Review, Compare and Evaluate small business software. GetApp Singapore has software offers, SaaS and Cloud Apps, independent evaluations and reviews.","email":"info@getapp.sg","url":"https://www.getapp.sg/","logo":"https://dm-localsites-assets-prod.imgix.net/images/getapp/getapp-logo-light-mode-5f7ee07199c9b3b045bc654a55a2b9fa.svg","@id":"https://www.getapp.sg/#organization","@type":"Organization","parentOrganization":"G2.com, Inc.","sameAs":["https://twitter.com/getapp","https://www.facebook.com/GetAppcom","https://www.instagram.com/getappcom/","https://www.youtube.com/c/GetAppCom"]},{"name":"Adaptive","description":"Adaptive is an enterprise platform for building, owning, and deploying specialized large language models (LLMs) via reinforcement learning. Deployed on-premises or in a private cloud, it keeps all data within the customer's environment while optionally integrating with external inference providers (OpenAI, Anthropic, Gemini, Azure OpenAI) through a unified inference management interface. Target industries include telecommunications, financial services, insurance, and legal technology, with customers such as AT&amp;T, SK Telecom, Manulife, and Aikan.\n\nThe platform unifies model inference, fine-tuning, evaluation, and production deployment under a single infrastructure called Adaptive Harmony, which combines inference, training, and reinforcement learning in one codebase. Engineering and data science teams can apply RL algorithms including GRPO, GSPO, PPO, DPO, and RLOO through pre-made or customizable training pipelines. Synthetic data generation bootstraps fine-tuning from document corpora without large human annotation workloads. A customizable AI judge workbench evaluates models against business-specific KPIs, while A/B testing in production validates model changes against a subset of live users before full rollout. Multi-adapter serving runs hundreds of fine-tuned adapters on a shared model backbone, and inference autoscaling operates on Kubernetes with custom kernels optimized for A100, L40S, H100, and H200 GPUs.\n\nContinuous learning is supported through an interaction store that captures and annotates production completions, feeding real-world signals and business feedback back into model training. Structured output generation enforces token-level constraints during decoding for JSON Schema and Pydantic-compatible outputs. Integrations include MLflow, Weights and Biases, Tensorboard, and Grafana for experiment tracking and observability. Access is available via a Python SDK and REST API. Forward Deployed Engineers are available to support customer deployments.","url":"https://www.getapp.sg/software/2229501/adaptive-4","@id":"https://www.getapp.sg/software/2229501/adaptive-4#software","@type":"SoftwareApplication","publisher":{"@id":"https://www.getapp.sg/#organization"},"applicationCategory":"BusinessApplication"},{"@id":"https://www.getapp.sg/software/2229501/adaptive-4#breadcrumblist","@type":"BreadcrumbList","itemListElement":[{"name":"Home","position":1,"item":"/","@type":"ListItem"},{"name":"Generative AI Tools","position":2,"item":"/directory/3874/generative-ai/software","@type":"ListItem"},{"name":"Adaptive","position":3,"item":"/software/2229501/adaptive-4","@type":"ListItem"}]}]}
</script>