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Market around Internal Affairs 4 AI

Python package and API for investigating AI agent behavior, reconstructing decisions, enforcing governance policies, auditing model costs, evaluating cheaper model alternatives, and analyzing agent traces.

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Prices and medians update for the tier you select.

Compare at
Internal Affairs 4 AI · Pro
No Pro plan
—
Pro-provider median
—
insufficient comparable pricing
vs Pro providers
No comparison
Internal Affairs 4 AI doesn't sell Pro
ⓘ Comparisons are same provider type (provider) and same buyer tier (Pro). Never across tiers.
Market density
52nd pctile
109 competing vendors
Comparable listings · 30d
—
Platforms · Pro median
$94.5/mo
6 priced · $81.75–$99 mid 50%
Price spectrum · Pro plans · 9 of 13 providers priced · log scale · $5 → $400/mo
Agents APIs Platforms◻ shaded = middle 50% · line = median (all types)Internal Affairs 4 AI has no comparable Pro price — not plotted

Products in this market

Ranked by how closely each one matches Internal Affairs 4 AI's job. Prices show each provider's Pro state; entry prices are labelled as such. Unpriced products still belong to the market.

OOther7Ranked by similarity
Internal Affairs 4 AIthis listing
● OTHER
no public price
AI-Safeguard
● OTHER73% similar
no public price
Agentpulse
● OTHER72% similar
no public price
Agentevals Via Github
● OTHER72% similar
no public price
AgentDynamics
● OTHER72% similar
no public price
Claw Shield
● OTHER72% similar
no public price
Tuneloop
● OTHER71% similar
no public price
PPlatforms17Ranked by similarity
CodeSentry
● PLATFORM77% similar
no public price
Traccia
● PLATFORM77% similar
$99/mo Pro
+5% vs Pro median
ContextIQ
● PLATFORM75% similar
$5/mo Pro
-95% vs Pro median
Agent Runtime Platform
● PLATFORM75% similar
no public price
Agentwatch 2
● PLATFORM73% similar
no Pro plan
entry $49/mo
AgentOps Tools
● PLATFORM73% similar
no public price
AgentLasso
● PLATFORM72% similar
$79/mo Pro
-16% vs Pro median
Agentic Control Plane
● PLATFORM72% similar
no Pro plan
entry $100/mo
Kayba
● PLATFORM72% similar
no public price
Agnys
● PLATFORM72% similar
no Pro plan
entry $49/mo
Litefuse
● PLATFORM72% similar
$199/mo Pro
+111% vs Pro median
Lunar
● PLATFORM71% similar
no public price
Satgate
● PLATFORM71% similar
$99/mo Pro
+5% vs Pro median
Scorecard
● PLATFORM71% similar
no public price
Agentic Evaluation Platform
● PLATFORM71% similar
no public price
Agentcat
● PLATFORM71% similar
$90/mo Pro
-5% vs Pro median
BotGauge
● PLATFORM70% similar
no public price
MMCP servers4Ranked by similarity
Iris
● MCP77% similar
no public price
Agent Observability
● MCP71% similar
no public price
SO
Sovereign Agentops
● MCP71% similar
no public price
Vaara
● MCP71% similar
no public price
FFrameworks14Ranked by similarity
Aegis
● FRAMEWORK76% similar
no public price
ctrlrun
● FRAMEWORK76% similar
no public price
Actauth
● FRAMEWORK75% similar
no public price
Capability Host Protocol
● FRAMEWORK74% similar
no public price
Cage Lite
● FRAMEWORK74% similar
no public price
Agenttrustops
● FRAMEWORK74% similar
no public price
Agentrails
● FRAMEWORK73% similar
no public price
Lucid
● FRAMEWORK73% similar
no public price
Bound
● FRAMEWORK73% similar
no public price
HUMMBL
● FRAMEWORK72% similar
no public price
Opc Team
● FRAMEWORK71% similar
no public price
Ai Data Analyst Agent
● FRAMEWORK70% similar
no public price
Attenu
● FRAMEWORK70% similar
no public price
Langwatch
● FRAMEWORK70% similar
no Pro plan
entry $33/mo
AAgents7Ranked by similarity
Alibi
● AGENT76% similar
no public price
The Context Company
● AGENT74% similar
$400/mo Pro
Orka
● AGENT72% similar
no public price
Ai Agents Compliance Automate
● AGENT71% similar
no public price
AtlasBurn
● AGENT71% similar
no public price
Agentgrc Ai
● AGENT71% similar
no public price
Monitor Agent Costs Financial
● AGENT70% similar
$30/mo Pro
AAPIs1Ranked by similarity
Agent Observability
● API75% similar
$50/mo Pro

Market = the products most similar to this one by capability; prices are median / quartiles over its priced members, separated by provider type and buyer tier.