For Product & Engineering

Stop shipping what your
competitors already built

Argus watches your competitors' GitHub activity, hiring patterns, and product signals — and flags what's coming before they ship it. Your roadmap should lead, not follow.

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GitHub · Critical
enterprise-auth branch merged: SAML + audit logs + org session management
12 commits in 72 hours. This is a deliberate build, not a spike. Enterprise announcement likely in 45–60 days.
Jobs · High
5 "ML Infrastructure Engineer" roles posted — all mentioning "real-time inference"
First ML hires. They're building something AI-native. Watch their repo for model integration work in the next 30 days.
Website · Medium
Pricing page: "API" feature added to Pro tier — previously Enterprise-only
Moving API access downmarket. Could indicate competitive pressure on developer adoption.
Patents · Medium
Patent filed: "Method for real-time collaborative document synchronization with conflict resolution"
Signals intent to compete in collaborative editing. 12–18 month indicator before a shipping product.
Mar 6
SAML branch merged — enterprise auth shipping
GitHub · Competitor A
Mar 4
6 enterprise sales roles posted — ACV push underway
Jobs · Competitor A
Mar 1
Pricing page updated — Teams tier at $40/seat added
Website · Competitor A
Feb 26
5 ML infrastructure roles posted — real-time inference focus
Jobs · Competitor B
Feb 22
SEC Form D filed — $18M Series B closed
SEC · Competitor B

Argus assembles this automatically — GitHub + Jobs + Website + SEC, all in one feed

ARGUS // ROADMAP PREDICTION // COMPETITOR A // TLP:AMBER

→ Enterprise SSO shipping within 45 days
Evidence: SAML branch merged (Mar 6), 6 enterprise sales hires, Teams tier launched. This is a coordinated motion, not coincidental.

→ AI feature announcement likely Q2
Evidence: 5 ML infrastructure hires (Feb 26), new "inference" dependency added to requirements.txt (detected via GitHub). Probability: high.

→ Price increase coming with enterprise tier
Evidence: Teams tier at $40/seat is a stepping stone — enterprise tier typically 3–5× higher. Expected within 60–90 days of enterprise launch.

⚙️ GitHub as a first-class signal

Monitor public repos for branch activity, commit patterns, new dependencies, and contributors. Most CI tools skip this entirely. Argus treats it as the highest-confidence signal.

📋 Job postings as leading indicators

Job postings predict product direction 3–6 months out. "ML Infrastructure" hires mean an AI feature is coming. "Enterprise Sales" hires mean a pricing change is coming.

🔄 Pricing page diff alerts

The moment a competitor's pricing page changes, Argus shows you exactly what changed — down to the specific text that was added, removed, or modified.

📜 Patent & SEC monitoring

Patent filings reveal product intent 12–18 months before shipping. SEC filings reveal funding events that predict hiring and roadmap acceleration.

🤖 AI roadmap predictions

On demand, Argus generates a roadmap prediction for any competitor based on all current signals — what they're likely building, when, and why.

🔗 API for your own tools

Pro and Enterprise plans include REST API access. Pull signals into your internal dashboards, wikis, or Notion — wherever your team tracks competitive context.

See what your competitors are shipping — before they do

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