Systems | Development | Analytics | API | Testing

What It Takes to Build an AI Agent as a First-Class Product

In June 2026, the highest-grossing law firm in the world committed $500 million to build its own AI platform. The firm put more than 180 engineers and data scientists and over 250 of its lawyers on the effort. It chose to build because general-purpose tools could not execute their transactions or reason over their massive institutional knowledge. That is the bill for a first-class AI product built from scratch.

Foundation First: Why Model-Agnostic Data Platforms Win

In 2024, two of the largest data platform companies, each with billions in revenue and dedicated AI research teams, invested in building their own foundation models. One spent roughly $10 million training a 132-billion parameter model on 3,072 NVIDIA H100 GPUs. The other released a 480-billion parameter model optimized for enterprise tasks like SQL generation and code. Both achieved strong results within their compute class.

Your AI Projects Need a Platform

In my younger days, eons ago in tech years, I worked on many enterprises IT projects or saw them up close. Failure rates of these projects were incredibly high. There was a mortgage system that was expected to be live in six months but ended up taking over five years and went live with a small fraction of the features originally planned. Many other projects never got out of the development phase.

Introducing Centerprise AI: The Agentic Evolution of Data Integration & Management

Astera today announced the launch of Centerprise AI, the agentic evolution of its enterprise data management platform. Centerprise AI embeds proprietary agentic harness across the full data management stack, enabling data teams to design, test, and deploy their data assets, warehouses, pipelines, data models, and analytics in a single platform.

Introducing Agentic Warehouse and Reliable Analytics Powered by Centerprise AI

Centerprise AI combines agentic warehouse construction, governed data pipelines, and conversational analytics in a single platform, eliminating the multi-tool sprawl that has slowed enterprise data teams for years. Centerprise AI’s agentic data warehouse and analytics module take organizations from raw source data to live analytics dashboards through a conversational interface.

Astera ReportMiner: Automate Document Extraction Across Any Layout or Format

Most enterprises spend 80% of analysts' time just extracting data from documents. Formats change. Vendors switch layouts. Templates break. Astera ReportMiner handles document variability automatically. It converts documents into structured, system-ready data regardless of layout, with no templates and no code. Teams get their time back. Data flows into downstream systems reliably. This video shows how ReportMiner handles real-world document variability and keeps your data pipeline moving automatically.

Automate Document Extraction Across Any Layout or Format | Astera ReportMiner

Most enterprises spend 80% of analysts' time just extracting data from documents. Formats change. Vendors switch layouts. Templates break. Astera ReportMiner handles document variability automatically. It converts documents into structured, system-ready data regardless of layout without any manual effort. Teams get their time back. Data flows into downstream systems reliably. This video tells how ReportMiner handles real-world document variability and keeps your data pipeline moving automatically.

Claude Can Now Build Inside Astera Centerprise. Here's How.

Astera Centerprise is already one of the most AI-forward data platforms available. Its built-in agentic AI creates data models, builds ETL/ELT pipelines, generates source-to-target mappings, orchestrates workflows, prepares data, and deploys schemas to production, all through natural language. You describe what you need; the AI uses real Centerprise tools to build it.

Build and Manage Data Models and Pipelines in Claude | Astera Centerprise

You can now create and manage data pipelines using natural language, directly from Claude. Describe what you need: build a model, generate pipelines, create mappings, validate structures. Claude reasons through the logic, and Centerprise executes it. If you already use Claude to think through problems, now you can use it to build the solution too.

Data Warehousing | Astera Centerprise Product Demo

Watch how Astera Centerprise streamlines your data warehousing process with a visual, no-code interface. From modeling and preparation to loading and automation, Centerprise helps you design and deploy modern data warehouses in a fraction of the time — all without writing a single line of code. Smarter. Faster. Effortless.