Use Cases

Transform siloed information into unified, actionable intelligence that keeps your entire team aligned and focused on what matters most.

Teams struggle to maintain visibility across fragmented systems where critical project information lives—from ticketing backlogs to customer issues in spreadsheets to urgent requests buried in email—resulting in engineering working on outdated priorities while high-value opportunities slip through the cracks:

​

• Production outages due to misaligned priorities

• Missed customer commitments and slipped deadlines

• Overlooked high-value opportunities

• Teams working on 3-month-old backlogs instead of current business needs​

​

​Archaea's project hub aggregates intelligence from multiple systems, ensuring development teams stay aligned with current business priorities and customer commitments:

​

• Summarizes and prioritizes key updates across systems

• Flags potential conflicts using business-aware context

• Alerts to potential and current bugs and vulnerabilites

​

Key Users: 

• Product Managers who need visibility across all moving parts to make informed decisions

• Engineering Managers that require clarity on critical tasks and high-impact priorities

• DevOps Teams that need awareness of upcoming changes to prevent system issues

Transform scattered software assets into unified, searchable intelligence that enables proactive risk management and confident security decisions.

 

Security analysts struggle with fragmented software assets scattered across multiple systems (Git servers, SVN, third-party tools) while leadership can't confidently answer "Are we vulnerable?" When new CVEs emerge, teams resort to manual keyword searches that miss vulnerability variants, leaving critical exposures undetected:

​

• No single source of truth for company software inventory

• Leadership lacks confidence in security posture

• Manual vulnerability hunting misses critical threat variants

• Cannot generate trustworthy SBOMs for compliance requirements

• Gap between English CVE descriptions and actual vulnerable code​

​

Archaea automatically discovers and analyzes your entire software ecosystem, enabling semantic search across codebases using natural language queries and code-to-code similarity detection for comprehensive vulnerability management:

​

• Query in plain English to find vulnerability patterns ("Find where user input is used in shell commands")

• Search using CVE descriptions to locate potentially vulnerable code across all repositories

• Use code snippets as queries to find functionally similar code variants with different variable names

• Generate comprehensive SBOMs in industry-standard formats (SPDX, CycloneDX)

• Get live inventory updates of all components, versions, licenses, and known vulnerabilities​

​

Key Users

• Security Analysts need powerful search tools to translate CVE threats into targeted codebase searches

• Legal & Compliance Officers require complete, auditable SBOMs they can confidently sign off on

• Developers want instant feedback on security and license status without leaving their workflow

Transform unknown legacy codebases into clear, actionable intelligence that enables confident strategic decisions without expensive vendor dependencies.

 

Engineering leaders face critical legacy codebases with lost institutional knowledge—no current staff understands the architecture or quality. Vendor analysis costs can easily reach hundreds of thousands of dollars just for basic understanding, while leadership remains can effectively decide between expensive maintenance contracts, risky reimplementation, or complex migrations:

​

• Lost institutional knowledge as engineers leave the company

• Prohibitive vendor analysis costs ($200K+) with no guarantee of actionable insights

• Paralyzed strategic decision-making without data-driven understanding

• Different stakeholders need different levels of technical detail to make informed decisions

• Months of manual code analysis required before migration planning can even begin​

​

Archaea AI automatically generates multi-level strategic insights from legacy codebases, combining repository analysis with related documentation to deliver role-specific reports for rapid, cost-effective decision-making:

​

• Connect to code repositories and related documentation (Google Drive/OneDrive) for comprehensive analysis

• Generate executive summaries with strategic insights and cost/benefit analysis of maintenance vs. rebuild options

• Create program manager reports with visual dependency maps and migration effort estimates

• Produce detailed technical breakdowns explaining module purposes and interactions for engineering planning

• Map dependencies and assess code quality to identify high-risk areas and maintenance complexity

​

Key Users

​

• Engineering Directors need comprehensive reports to compare costs and risks of maintaining, rewriting, or replacing legacy systems

• Program Managers require visual overviews and effort estimates to build realistic project timelines and budgets

• Senior Engineers need detailed technical breakdowns to create effective, low-risk migration plans