# Worthify AI-readable site summary Machine-readable summary of Worthify Inc. Authoritative facts remain on the linked public pages. ## Identity - Name: Worthify - Legal name: Worthify Inc. - Website: https://worthify.ai - Contact: contact@worthify.ai - Careers: jobs@worthify.ai - Summary: AI-enabled government technical services for secure software, data workflows, automation, model evaluation, and ReAgent-assisted technical analysis. ## Canonical pages - Worthify | AI-enabled government technical services: https://worthify.ai AI-enabled government technical services for secure software, data workflows, automation, model evaluation, and ReAgent-assisted technical analysis. Discoverability: AI-enabled government technical services - Capabilities statement: https://worthify.ai/capabilities Worthify capabilities statement for AI-enabled government technical solutions: company facts, engagement paths, solution areas, and security review package outline. Discoverability: Capabilities statement for AI-enabled government technical solutions - Technical workforce support: https://worthify.ai/services/technical-workforce-support Worthify technical workforce support for AI, ML, secure software, evaluation, automation, documentation, and government program technical workflows. Discoverability: AI and ML technical workforce support for government programs - Government software and data systems: https://worthify.ai/services/government-software-data-systems Worthify government software and data systems services for secure applications, data pipelines, integrations, automation, requirements, testing, and configuration baselines. Discoverability: Government software development data pipelines and automation - Technical analysis and ReAgent support: https://worthify.ai/services/cyber-systems-analysis Worthify support for bounded technical analysis, ReAgent-assisted binary review, model-behavior review, and evidence-backed handoff notes. Discoverability: ReAgent technical analysis support for government programs - Government procurement: https://worthify.ai/procurement Government procurement facts for Worthify Inc.: legal entity, UEI, CAGE, and engagement paths. Discoverability: Government procurement and capabilities statement request path - Security and privacy: https://worthify.ai/security Security and privacy notes for ReAgent deployment boundaries, customer-managed model placement, human review, traceability, and claim limits. Discoverability: ReAgent deployment boundaries and AI security review notes - ReAgent AI-assisted binary analysis: https://worthify.ai/products/reagent ReAgent is Worthify software for AI-assisted binary analysis and reverse-engineering workflows with human review, artifact-linked context, and explicit claim limits. Discoverability: ReAgent AI-assisted binary analysis and reverse-engineering software - Worthify Journal | Research and engineering: https://worthify.ai/blog Research and engineering notes from Worthify on AI training methods, evaluation results, and the design choices behind our work. Discoverability: Worthify AI training methods and evaluation results - AI reverse engineering resources: https://worthify.ai/resources Worthify resources on AI binary analysis, agentic reverse engineering, cyber AI agents, controlled deployment, evaluation methods, and buyer evidence. Discoverability: AI binary analysis and reverse-engineering resource library - Cyber AI agents: https://worthify.ai/resources/cyber-ai-agents Worthify notes on cyber AI agents for bounded technical analysis, reverse engineering, binary analysis, malware triage, and human-reviewed government workflows. Discoverability: cyber AI agents for bounded technical analysis - AI binary analysis: https://worthify.ai/resources/ai-binary-analysis AI binary analysis and LLM-assisted binary review for reverse engineering, malware triage, vulnerability research support, and ReAgent-assisted workflows. Discoverability: AI binary analysis and LLM-assisted binary analysis - Agentic reverse engineering: https://worthify.ai/resources/agentic-reverse-engineering Agentic reverse engineering guidance for binary analysis, analyst workflow augmentation, and human-reviewed ReAgent-assisted technical work. Discoverability: agentic reverse engineering and AI agents for reverse engineering - Air-gapped AI reverse engineering: https://worthify.ai/resources/air-gapped-ai-reverse-engineering Air-gapped AI reverse engineering and on-prem AI reverse engineering notes for controlled, customer-managed analysis environments. Discoverability: air-gapped AI reverse engineering and on-prem AI reverse engineering - Government agentic AI security: https://worthify.ai/resources/government-agentic-ai-security Government agentic AI security notes for careful adoption of cyber AI agents, human review, traceability, and controlled technical workflows. Discoverability: government agentic AI security and secure AI agents for government - How to evaluate AI-assisted reverse engineering tools: https://worthify.ai/resources/evaluating-ai-reverse-engineering-tools A practical evaluation method for AI-assisted reverse engineering tools using frozen tasks, a credible baseline, reviewable run evidence, and documented failure modes. Discoverability: how to evaluate AI-assisted reverse engineering tools and benchmarks - AI binary analysis buyer evidence checklist: https://worthify.ai/resources/ai-binary-analysis-buyer-checklist A buyer checklist for evaluating AI binary analysis platforms through task evidence, analyst review, provenance, deployment controls, and pilot exit criteria. Discoverability: AI binary analysis buyer guide and vendor evidence checklist - ReAgent cyber benchmark evaluation protocol: https://worthify.ai/resources/reagent-cyber-benchmark-methodology The publication requirements for comparing ReAgent with a credible baseline across cyber benchmarks, held-out binaries, human review, cost, failures, and statistical claim gates. Discoverability: ReAgent cyber benchmark and AI reverse-engineering evaluation methodology - Jobs and Talent Community | Worthify: https://worthify.ai/jobs Worthify publishes approved active openings with complete role, location, compensation, and benefits details. When no role is open, the page remains a general-interest talent community. Discoverability: Worthify jobs, active openings, and talent community ## Talent community - No active openings. - The talent community accepts general interest only; it is not an application to a current position. ## Solution areas - Technical Workforce Support: Embed engineers who can support software, evaluation, automation, documentation, and technical workflows inside existing teams. - Government Software and Data Systems: Build secure applications, data pipelines, integrations, and automation around agency requirements, APIs, cloud boundaries, testing, and configuration baselines. - Technical Analysis and ReAgent Support: Support bounded technical analysis, ReAgent-assisted binary review, model-behavior review, and handoff notes where evidence and operational limits matter. ## ReAgent - Canonical Worthify product overview: https://worthify.ai/products/reagent - Definition: ReAgent is Worthify software for AI-assisted binary analysis and reverse-engineering workflows with human review and artifact-linked context. - Current public claim status: Worthify has not published a broad, statistically verified ReAgent accuracy-lift claim. - Performance statements must name the benchmark, model, baseline, task count, budget, effect size, uncertainty, failures, and cost. ## Detailed capability groups - Agentic Binary Analysis and Reverse Engineering - LLM-assisted disassembly and decompilation support - Function, string, global, cross-reference, and call-graph exploration - Dynamic function naming based on surrounding code and runtime context - Conversational workflows for querying binaries and analysis artifacts - Human-in-the-loop validation for analyst review, handoff, and confidence tracking - Vulnerability Research Support - Identification of security-relevant code paths and points of interest - Patch-diff and version-difference analysis for security-relevant changes - Pattern review for common bug classes and suspicious control or data-flow structures - Assisted proof-of-concept development and reproducible technical reporting - Workflow support from research and triage through productization and maintenance phases - Secure, On-Premise, and Sensitive-Data Workflows - Offline LLM-agent workflows for sensitive binaries and controlled environments - Air-gapped virtual machine analysis with network isolation - Containerized or sandboxed tooling to reduce operational risk during live analysis - Bring-your-own-knowledge workflows using internal documentation, prior cases, threat intelligence, and reference material - AI Engineering and Automation - Applied generative AI and agentic workflow development - Retrieval-augmented generation for internal knowledge and technical research - Automation for repetitive analyst, reporting, and engineering tasks - Rapid prototyping of AI-enabled tools for mission, product, and operational workflows ## Cyber AI resource pages - Cyber AI Agents for Bounded Technical Analysis: https://worthify.ai/resources/cyber-ai-agents Cyber AI agents for bounded technical analysis, reverse engineering, binary analysis, malware triage, vulnerability research support, and government technical workflows that require human review. Search terms: cyber AI agents, cybersecurity AI agents, AI agents for malware analysis, AI agents for vulnerability research, human-reviewed AI cyber analysis - AI Binary Analysis With ReAgent-Assisted Review: https://worthify.ai/resources/ai-binary-analysis AI binary analysis and LLM-assisted binary analysis for reverse engineering, malware triage, vulnerability research support, and controlled technical review. Search terms: AI binary analysis, LLM-assisted binary analysis, AI malware triage, AI vulnerability research, ReAgent binary analysis - Agentic Reverse Engineering for Analyst Workflows: https://worthify.ai/resources/agentic-reverse-engineering Agentic reverse engineering and AI agents for reverse engineering, binary analysis, vulnerability research support, malware triage, and human-reviewed handoff. Search terms: agentic reverse engineering, AI agents for reverse engineering, AI reverse engineering platform, AI binary analysis, ReAgent reverse engineering - Air-Gapped AI Reverse Engineering and On-Prem Review: https://worthify.ai/resources/air-gapped-ai-reverse-engineering Air-gapped AI reverse engineering and on-prem AI reverse engineering for sensitive binaries, customer-managed model placement, and controlled analysis workflows. Search terms: air-gapped AI reverse engineering, on-prem AI reverse engineering, air-gapped AI binary analysis, on-prem AI binary analysis, secure AI agents for government - Government Agentic AI Security for Technical Workflows: https://worthify.ai/resources/government-agentic-ai-security Government agentic AI security for cyber AI agents, secure AI agents for government, controlled technical workflows, traceability, and human review. Search terms: government agentic AI security, secure AI agents for government, agentic AI cybersecurity, cyber AI agents, government cyber AI services - How to Evaluate AI-Assisted Reverse Engineering Tools: https://worthify.ai/resources/evaluating-ai-reverse-engineering-tools A practical evaluation method for AI-assisted reverse engineering tools using frozen tasks, a credible baseline, reviewable run evidence, and documented failure modes. Search terms: evaluate AI reverse engineering tools, AI reverse engineering benchmark, binary analysis tool evaluation, human-reviewed AI binary analysis, ReAgent evaluation methodology - AI Binary Analysis Buyer Evidence Checklist: https://worthify.ai/resources/ai-binary-analysis-buyer-checklist A buyer checklist for evaluating AI binary analysis platforms through task evidence, analyst review, provenance, deployment controls, and pilot exit criteria. Search terms: AI binary analysis buyer guide, AI reverse engineering vendor evaluation, binary analysis software checklist, AI malware analysis platform evaluation, ReAgent buyer checklist - ReAgent Cyber Benchmark Evaluation Protocol: https://worthify.ai/resources/reagent-cyber-benchmark-methodology The publication requirements for comparing ReAgent with a credible baseline across cyber benchmarks, held-out binaries, human review, cost, failures, and statistical claim gates. Search terms: ReAgent cyber benchmark, AI reverse engineering benchmark, cyber AI benchmark, agentic reverse engineering benchmark, human versus AI reverse engineering ## Differentiators - Reviewable technical workflows: Worthify focuses on technical workflows where trust, reviewability, and operational constraints matter. - Product informed by mission work: The ReAgent roadmap is grounded in analyst workflow needs rather than generic AI features. - Human-review discipline: Worthify treats AI as an analyst accelerator, not a replacement for technical judgment. - Controlled-environment design: ReAgent is developed with sensitive binaries, air-gapped environments, and on-premise workflows in mind. - Mission-relevant, reviewable delivery: Worthify shapes AI-assisted work around government cyber, software, data, and systems workflows, then packages assumptions, evidence, and test notes so technical reviewers can check the result. ## Target customers and partners - Defense and intelligence community organizations - Product security and application security organizations - Reverse engineering, vulnerability research, malware triage, and incident response groups - Program teams seeking specialized AI, ReAgent, or technical automation capability - Teams that need analyst-facing AI tools deployable in controlled or offline environments ## Government procurement - Legal entity: Worthify Inc. - UEI: C73SKFSLN8A9 - CAGE: 11NJ7 - Request capabilities statement through the procurement page or contact email. - Capability areas are plain-language, not official SAM NAICS, PSC, or contract-vehicle codes. - AI, ML, and model-evaluation engineering: Worthify provides AI-fluent engineers for model evaluation, agentic workflow development, retrieval, and reviewable automation. - Secure software, data workflows, and automation: Worthify delivers secure applications, integrations, dashboards, data pipelines, reporting paths, test packages, and handoff artifacts. - ReAgent and bounded technical analysis: Worthify supports ReAgent-assisted binary review, model-behavior review, technical notes, and handoff artifacts for bounded program needs. - Embedded technical services and delivery support: Worthify provides embedded engineers, small delivery teams, proof sprints, data-call support, and technical handoff support. ## Deliverables - On-site or embedded engineering support - AI/ML feature, agent, or automation with reviewable output - Secure application, integration, or data pipeline - Working prototype or capability demonstrator - Handoff package with assumptions, tests, constraints, and next steps ## Security review package outline - Architecture diagram - Data-flow note - Trust-boundary summary - Customer-managed model placement notes - Access-control and audit-log discussion - Retention and deletion discussion - SBOM and supply-chain posture - Incident and vulnerability contact path ## Important boundaries - Official SAM NAICS values are being confirmed before publication. - Partner, customer, contract-value, and clearance-count details stay sanitized unless approved for public release. - Personal addresses, phone numbers, EIN, compensation records, and confidential attachments are not public-site material. - Worthify does not claim autonomous vulnerability discovery. - ReAgent does not replace analysts or reverse engineers. - Worthify does not claim ReAgent improves every binary review equally. - Worthify does not claim ReAgent is ready for every secure environment. - AI output is treated as assistance that must stay reviewable against the underlying artifact. - Do not submit classified, CUI, export-controlled, or customer-sensitive material through public forms or email without an approved secure submission path. ## Freshness - Public site summary updated: 2026-09-28 - Structured data and this summary reflect the current public site copy.