Decawork GTM brain

Decawork builds company-specific models that evaluate AI agent actions against company policy and task context for IT and security teams.

category

AI agent authorization and governance

market profile

  • text: As agents gain access to business systems, organizations need action-level controls that reflect the current task and risk.
  • text: Authorization vendors increasingly offer runtime controls and approval gates for agent tool calls.

personas

  • title: CISO or security engineering leader
    pains:
    • Broad agent credentials can expose sensitive systems or allow inappropriate actions
    • Static permissions miss the business context of each task
  • title: Head of IT or identity governance
    pains:
    • Agents proliferate across teams without a clear owner or inventory
    • Manual approval of every step can slow useful automation
  • title: AI platform engineering lead
    pains:
    • Needs to connect heterogeneous agents and tool calls to consistent controls
    • Security checks must operate in real time without breaking workflows

icp

  • text: Organizations deploying multiple internal agents across departments with access to sensitive data or systems; no minimum employee count is published.
  • text: IT and security teams managing API and MCP traffic and human approval requirements for agents.

message pillars

  • text: Allow useful automation while governing actions.
  • text: Apply policy in the context of the active task.
  • text: Maintain visibility into the agent estate.

objections

  • objection: Can a model be trusted to make security decisions?
    response: Evaluate false allows and blocks on representative tasks, and specify which actions require human approval.
  • objection: Will adding a decision gateway slow or interrupt agents?
    response: Pilot a bounded workflow and measure latency, coverage and failure behavior before scaling.
  • objection: We already have identity and access controls.
    response: Compare existing static permissions with task-specific decisions at the individual agent action boundary.

competitors

  • name: Apono
    website: https://www.apono.io/agent-privilege-guard/
    why: Runtime agent privilege controls assess intent and require approval for sensitive actions.
  • name: Permit.io
    website: https://docs.permit.io/ai-security/framework/
    why: Fine-grained authorization and MCP gateway offer policy checks for agent tool calls.
  • name: Palo Alto Networks
    website: https://www2.paloaltonetworks.com/cyberpedia/what-is-agent-authorization
    why: Enterprise security vendor addresses agent authorization and per-action enforcement.

influencers

  • name: Sarthak Aggarwal
    url: https://www.producthunt.com/products/decawork?launch=decawork
    why: Co-founder introduced Decawork in its Product Hunt launch.

keywords

  • AI agent authorization
  • agent access control
  • MCP gateway security
  • AI agent governance
  • runtime agent policy
  • AI agent approval workflows
  • agent identity management

voice

  • Direct and control-oriented
  • Security-focused with practical examples

signals

  • text: Company is deploying agents that can modify HR, finance or production systems.
  • text: IT is inventorying agents or adding approval gates for sensitive tool calls.

stack

  • MCP
  • API gateway

pricing

model: unknown

motion

sales_led

channels

  • Product Hunt
  • LinkedIn
  • X
  • founder outreach

confidence

medium

Founders

  • name: Aman Raj
    title: Founder/CEO
    role: CEO
    bio: - Built AI compliance platform at Barclays used by internal teams globally - Founded a fintech and scaled it to 52K families and $1.5M AUM - Led product at a consumer AI startup, scaled to 100K+ MAU (Google Play Best App 2024) - IIT Kharagpur
  • name: Sarthak Aggarwal
    title: Founder/CTO
    role: CTO
    bio: - AI systems at NVIDIA (deployed at OpenAI, Meta) - Enterprise AI at Ema (used by Microsoft, Hitachi) - Led Conquest, Asia's largest student-run accelerator - Google Code-In Global Winner + Open source since the age of 12 - BITS Pilani

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