11 min read
AI Adoption by Industry: 2025 Rates & Statistics
See how AI adoption by industry compares in 2025 — adoption rates, leading sectors, generative and agentic AI use, ROI, and the top barriers holding firms back.
AI adoption by industry
Blog
Building the backend for AI apps
Notes from the team building the all-in-one backend for AI apps — Postgres, RAG, retrieval, and agents.
- 11 min read
How to Reduce LLM API Costs Without Sacrificing Quality
Learn how to reduce LLM API costs without sacrificing quality using model routing, prompt caching, token trimming, batching, and smart cost tracking.
reduce LLM API costs - 11 min read
How to Assess the Economic Benefits of AI Deployment
Assessing economic benefits of AI deployment is complex. Learn the key metrics and methods to measure ROI and make smarter AI investment decisions.
assessing economic benefits of AI deployment - 14 min read
Agent Memory in Postgres: One DB, No Vector Store
Store agent memory in Postgres without a separate vector store. Learn how one database handles everything your AI agent needs to remember.
agent memory Postgres - 10 min read
When to Say No to an AI Deployment: A Decision Guide
Learn when to say no to an AI deployment: the red flags, readiness gaps, and governance, oversight, and ROI tests that tell you to reject, wait, or kill a project.
when to say no to an AI deployment - 14 min read
RAG Backend, Not Framework: Agentic Loops on Postgres
An agentic RAG loop's real dependency is a governed RAG backend — pgvector + BM25 + metadata + state on one Postgres — not LangGraph glue. Here's why and how.
RAG backend - 10 min read
Pinecone Alternative: Migrate to pgvector in an Afternoon
Pinecone's $50/month minimum killed hobby RAG. This Pinecone alternative walks you through migrating to pgvector with vec2pg, schema, code, and cost math.
Pinecone alternative - 10 min read
Enterprise AI Deployment Mistakes: 8 to Avoid
Avoid the enterprise AI deployment mistakes that stall pilots before scale—from unready data and runaway costs to weak governance and rushed AI agents.
enterprise AI deployment mistakes - 13 min read
Streaming MoE Experts On-Demand: Big LLMs, Tiny RAM
Streaming MoE experts on-demand lets you run massive language models on minimal RAM. Learn how expert offloading works and why it changes everything.
streaming MoE experts on-demand - 12 min read
FlutterFlow + Powabase: Build AI Apps Step by Step
Learn how FlutterFlow Powabase lets you build powerful AI apps with ease. Follow our step-by-step guide and ship your first AI-powered app faster.
FlutterFlow Powabase - 14 min read
AI Workflow Readiness: How to Know What to Automate
Learn how to assess AI workflow readiness—scoring criteria, the new-employee test, HITL, ROI, and a go/no-go checklist to decide what to automate.
AI workflow readiness - 11 min read
How to Set Up an Internal AI Deployment Team (2026)
A step-by-step guide to building an internal AI deployment team: the right roles, hiring sequence, operating model, governance, and SLAs that make AI stick.
internal AI deployment team - 12 min read
Enterprise AI Deployment: Where to Start (5-Step Guide)
Not sure where to start with enterprise AI deployment? Follow a 5-step guide covering readiness, use cases, build vs. buy, governance, and ROI.
enterprise AI deployment - 12 min read
CI/CD for AI: Building Pipelines for ML and LLM Workflows
CI/CD for AI demands more than standard DevOps. Learn how to build robust pipelines that handle the unique challenges of ML and LLM workflows.
CI/CD for AI - 15 min read
AI App Development Agency Backend: Own the Recurring Layer
Why the AI app development agency backend is the shift from one-off builds to managed hosting and MRR — own a governed multi-tenant layer instead of reselling SaaS.
AI app development agency backend - 13 min read
Enterprise AI Decision Makers: Who Really Buys AI
Meet the enterprise AI decision makers behind every deal—from the CTO, CAIO, and CFO to the CISO, buying committee, and line-of-business leaders who shape AI purchases.
enterprise AI decision makers - 12 min read
Enterprise AI Workflow Automation: The Most Common Use Cases
Explore the most common enterprise AI workflow automation use cases across customer service, finance, HR, IT, and supply chain — plus ROI and implementation tips.
enterprise AI workflow automation - 13 min read
Why Vibe Coding Platforms Need a Robust BaaS
BaaS for vibe coding isn't optional—it's essential. Discover why vibe coding platforms need a solid backend foundation to scale, sync, and succeed.
BaaS for vibe coding - 12 min read
Backend as a Service: Beat the AI Cleanup Economy
Agencies pay $200–400/hr to fix unreviewed AI code. See how an agent-native backend as a service ships correct schemas, RLS, and migrations — and how to sell managed hosting.
backend as a service - 12 min read
What Regulated Enterprise AI Buyers Really Care About
Regulated enterprise AI buyers weigh compliance, data sovereignty, auditability, and lock-in over raw model accuracy. Here's what they evaluate—and the red flags to avoid.
regulated enterprise AI buyers - 11 min read
Custom AI Deployment in Enterprises: A Practical Guide
A practical guide to custom AI deployment for enterprises: fine-tuning vs RAG, on-premise vs cloud vs sovereign, security, compliance, and LLMOps.
custom AI deployment - 12 min read
Unified BaaS vs. Compose-Your-Own Stack: Head-to-Head
Unified BaaS vs compose-your-own stack — which wins for your project? We compare cost, flexibility, and speed so you can choose with confidence.
unified BaaS vs compose your own stack - 13 min read
Token Efficiency: How to Design Efficient AI Systems
A step-by-step guide to token efficiency: measure usage, tighten prompts, add caching, route models, and cut LLM costs while keeping AI systems fast.
token efficiency - 11 min read
Build vs Buy Enterprise AI: A Decision Framework
Build vs buy enterprise AI? Use this framework to weigh custom AI workflows against off-the-shelf platforms on cost, lock-in, compliance, and orchestration.
build vs buy enterprise AI - 17 min read
LangChain Alternative in 2026: The Production RAG Stack
A production RAG audit says you don't need LangChain in 2026. The LangChain alternative: native SDK + Postgres/pgvector + a thin router you don't build yourself.
LangChain alternative - 13 min read
Backend for AI Apps: Why Vibe-Coded Apps Need a Governed BaaS
93% of teams hit an AI infra incident last year. See why a backend for AI apps needs tenant isolation, RLS, and validation as governed BaaS primitives.
backend for AI apps - 12 min read
Postgres MCP Server Comparison: Why 2–10 Tool Servers Fail Coding Agents
Our Postgres MCP server comparison reveals why 2–10 tool servers break coding agents—and what to look for in a solution that actually works.
Postgres MCP server comparison - 16 min read
Backend for Claude Code: Why Supabase Keeps Breaking (and What Agent-Native Fixes)
Using Supabase as your backend for Claude Code? Learn why it keeps breaking and which agent-native alternatives actually hold up under AI-driven workloads.
backend for Claude Code