Excession Labs vs Pipeline

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

Excession Labs compared with Pipeline
Detail	Excession Labs	Pipeline
What it does	AI security agent and hosted model API for authorized testing	AI agent team for B2B outbound with native LinkedIn automation
Stage	Not given	Not given
Founded	Not given	Not given
Based in	Not given	Not given
Pricing model	Not given	Paid
Pricing	Starter $20/month with $30 credit; Pro $100/month with $175 credit; Max $200/month with $400 credit; Ultra $500/month with $1,250 credit. Pay as you go: add funds from $10 to $1,000, balance never expires. DeepSeek V4.1 Flash: $0.035 input, $0.005 cached input, $0.50 output per 1M tokens. DeepSeek V	Founding 50 seats: $99/month locked for life. After founding cohort fills: $149/month. Pure BYOK model with no credits or usage markup. Provider costs (typically $20-$60/month) paid directly to providers.
Key features	Terminal AI agent with parallel workers Per-tool allow, deny and ask rules Evidence-linked findings with severity and remediation steps OpenAI and Anthropic SDK-compatible API endpoints Session save, resume, fork and export Headless mode with JSONL output and exit codes for CI Support for MCP servers, skills, AGENTS.md, slash commands and hooks DeepSeek V4.1 Flash and abliterated variant models Cross-platform support for macOS, Linux and Windows Shared account balance between terminal agent and API	Five-agent team (Strategist, GTM Engineer, Reply Agent, SDR Agent, GTM Lead) Hosted MCP server for external agents Pipeline-gtm CLI for coding agents REST API with OpenAPI specification Data enrichment tables Buying-signal tracking 285 documented API operations
What makes it different	Unified billing for both terminal agent and hosted API API compatible with OpenAI and Anthropic SDKs Evidence-based findings with source lines and reproduction steps Terminal agent with configurable tool rules and headless CI mode	Pure BYOK model with no usage credits or markups One workspace contract across CLI, MCP, SDK, and REST Deterministic operations that never invoke AI Done-for-you service with transparent operator-led execution
Community votes	0	0
DR (Domain Rating by Ahrefs)	15 −1 (down) since last check	Not checked yet no change since last check
Trust Flow (Majestic)	0	0
Citation Flow (Majestic)	0	10
Referring domains (Majestic)	0	4

4 details filled in for both companies.

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