ArticleEngineering
Company Data API vs Scraping: What to Build On
A builder's comparison of scraping pipelines and verified company data APIs, weighed on provenance, identity resolution and true maintenance cost.
Sep 10, 2026 · 10 min read
⟨ BLOG · ENGINEERING ⟩
Engineering
How the platform is built: budgets, isolation, idempotency and agent-grade APIs.
ArticleEngineering
Agentic Data Infrastructure vs the Modern Data Stack
The modern data stack analyzes what happened. Agentic data infrastructure discovers, verifies and streams new intelligence. A guide to where each belongs.
Sep 8, 2026 · 9 min read
ArticleEngineering
Person Data API: What to Check Before You Integrate
A developer's evaluation checklist for any person data API: coverage, contact verification, provenance, idempotent delivery and scoped access.
Sep 6, 2026 · 10 min read
ArticleEngineering
Company Enrichment API: A Buyer's and Builder's Guide
How to evaluate a company enrichment API as data infrastructure: coverage, waterfall behavior, verification, idempotent delivery and provenance.
Sep 5, 2026 · 10 min read
ArticleEngineering
LangGraph vs CrewAI vs AutoGen: Which Fits Your Team?
A code-level comparison of the three most-asked-about agent building frameworks, with the same pipeline built in each and an honest build-vs-buy verdict.
Sep 1, 2026 · 9 min read
ArticleEngineering
How to Choose a Vector Database for RAG
A workload-first framework for picking a vector database for RAG, with a worked sizing example, pgvector vs Pinecone guidance, and a decision checklist.
Aug 27, 2026 · 9 min read
ArticleEngineering
Agentic RAG: When Retrieval Becomes a Decision
Agentic RAG turns retrieval into a decision loop: agents that plan queries, re-retrieve on gaps, and verify answers. A concrete architecture walkthrough.
Aug 17, 2026 · 9 min read
ArticleEngineering
How to Build a RAG Pipeline: From Ingestion to Answer
A stage-by-stage walkthrough of a production RAG pipeline - ingest, chunk, embed, retrieve, rerank, generate - with the failure modes at every step.
Aug 17, 2026 · 10 min read
ComparisonEngineering
RAG vs fine-tuning: when to retrieve and when to train
RAG retrieves knowledge at answer time; fine-tuning trains it into the weights - what each changes, the cost and freshness trade-offs, and when each one wins.
Aug 14, 2026 · 7 min read
GuideEngineering
What is RAG? Retrieval-Augmented Generation, explained
Retrieval-Augmented Generation grounds LLM answers in retrieved documents - the definition, the pipeline step by step, and why RAG citations matter to marketers.
Aug 14, 2026 · 8 min read
ArticleEngineering
Designing budgets for autonomous agents
Reserve-then-settle ledgers, per-run ceilings, graceful degradation and idempotency - the four mechanics that make autonomy financially safe.
Aug 3, 2026 · 5 min read
ArticleEngineering
Metering that actually stops
Budget caps are only real if something is checked before the money leaves. Inside the ledger and the degradation ladder.
Jul 28, 2026 · 3 min read
ArticleEngineering
Point Claude at your GTM data
The hosted MCP server: one config entry, the whole data catalog, the same credit guardrails.
Jul 22, 2026 · 3 min read
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⟨ RUN IT INSTEAD OF READING IT ⟩
Every playbook on this blog ships as a runnable mission.
Open a workspace and the playbook library is waiting - describe the outcome and the agents carry it end to end, on your plan's monthly credits.