Concept
Explore the design decisions behind FORMLOVA, including chat-first operations, MCP, client-funded AI processing, publishing review, and response workflows.
Workflow-Based vs Autonomous AI Agents: How to Choose the Right Operating Model
Compare workflow-based and autonomous AI agents by predictability, permissions, state, review, failure recovery, and real operational fit.
MCP Tool Context: What a 142-Tool Surface Reveals
See how a 142-tool MCP surface consumes context, what the token and latency tradeoffs are, and what FORMLOVA's source study and 30-run Claude gate found.
Agentic Commerce and Forms: Why Structured Confirmation Still Matters
Why forms remain in agentic commerce: AI chat can start the purchase, but structured confirmation, consent, records, and follow-up still need a form surface.
SaaS in the MCP Era: From Being Chosen to Being Called
Explore how built-in AI and MCP-open SaaS models shift control, distribution, and where software creates value as external AI agents begin calling services directly.
MCP vs AI Form Builders: Creation and Operations
Compare MCP form builders with AI form builders. Learn when prompt-generated drafts are enough and when responses, emails, analytics, and workflows matter.
MCP Form: Form Builder vs Form Operations Beyond AI Creation
What MCP form and MCP form builder mean, why AI form creation is only the entrance, and how FORMLOVA extends MCP to responses and workflows.
Why We Built Sales Email Detection for Contact Forms
Why FORMLOVA classifies contact form sales pitches instead of blocking them, and how labels improve analytics, exports, and workflows.
Form Operations Begin After You Publish
See why post-publish form operations matter: review responses, route intent, trigger next actions, and continue the work from the same AI conversation.
A Design Philosophy for Form Operations in AI Chat
FORMLOVA's design philosophy: why form creation, responses, email, analytics, and workflows should happen inside everyday AI chat.
Why a Chat-First Form Service Still Needs a Dashboard
Why FORMLOVA keeps a dashboard while making AI chat the main workspace for form creation, response handling, and daily operations.