Mlola vs docspi

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Mlola compared with docspi
Detail	Mlola	docspi
What it does	Reliable browser use with a fast path: deterministic mechanics, safety and verification, and a model asked only for judgement.	Virtual document trees and API for AI agents
Stage	Not given	Not given
Founded	Not given	Not given
Based in	ID	Not given
Pricing model	Not given	Freemium
Pricing	Not given	Free: $0 (10 projects, 2,000 nodes, 2 custom agents, 300 API requests/day). Pro: $4/month or $36/year (50 projects, 20,000 nodes, 10 custom agents, 2,000 API requests/day, 1 custom domain). Team: $29/month or $288/year for the whole workspace (500 projects, 200,000 nodes, 25 custom agents, 20,000 AP
Key features	Observe page state in atomic passes without screenshots Model picks operations only from compatible targets Risk classification for payments, deletions, sends and secrets Typed actions with freshness, visibility and occlusion checks Append-only event log for replay and audit Chrome automation through Playwright Browser extension for agent isolation	Create and organize documents in virtual trees without moving underlying files Connect AI agents through REST API with scoped bearer tokens Project manifest in machine-readable JSON format Sealed secrets for agent-to-agent communication Search documents by name, description, and tags Project health checks with optional auto-repair Agent-to-agent messaging within workspace
What makes it different	Deterministic browser mechanics as default, models only for judgement and writing Safety enforced through code boundaries, not prompt requests Every step verified independently before proceeding Cost measured by fast-path share on every run Capabilities advertised honestly, imitation refused	Index-based organization without moving original files 32 MCP tools for AI agent integration Workspace-wide Team pricing regardless of member count Free plan with no credit card required Automatic TLS certificates for custom domains
Free plan	Not given	Not given
Open source	Not given	Not given
Platforms	Not given	Not given
Public API	Not given	Not given
Community votes	0	0
DR (Domain Rating by Ahrefs)	10 no change since last check	6 no change since last check
Trust Flow (Majestic)	0	0
Citation Flow (Majestic)	27	15
Referring domains (Majestic)	28	3

3 details filled in for both companies.

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