Rogue

What Rogue does

Rogue (legal entity Antonym Inc.) was an AI-native SaaS platform purpose-built for government contractors to automate and accelerate proposal responses across RFPs, RFIs, and Source Sought solicitations. The platform combined an AI-powered editor (expand, concise, grammar fix, improve writing) with specialized modules: a War Room for document and workflow management, Smart Chat (Rogue One) for document-grounded Q&A with Deep Dive semantic search, an RFP Shredder for solicitation analysis, a Compliance Matrix for shall/will/may requirement tracking, a Data Shelf with per-organization vector embeddings for institutional knowledge retrieval, and reusable templates covering MAC/IDIQ, BAA, RFI, and Source Sought formats. The architecture was model-agnostic, integrating frontier AI models fine-tuned for government proposal writing, and achieved full NIST 800-171 compliance to support CUI handling under DFARS 252.204-7012 and FAR 52.204-21.

The company served government contractors at federal, state, and local levels — from small businesses navigating set-aside programs (8(a), SBIR/STTR) to large enterprises managing multi-volume proposals on vehicles such as MAC/IDIQ. Go-to-market blended self-serve signup (email or LinkedIn SSO, payment link after registration) with an enterprise "Book a Demo" sales motion and onboarding calls staffed by seasoned proposal professionals. Pricing was quote-based and not publicly disclosed; revenue flowed through SaaS subscriptions supplemented by training and onboarding services. The company was bootstrapped, customer-funded, and profitable without venture capital, operating from Washington, USA.

In February 2026, Rogue was acquired by Procurement Sciences AI to create a unified end-to-end AI growth platform spanning the full government contracting lifecycle from opportunity discovery through delivery. Founder John Shahawy joined the acquirer as Head of Product Strategy, and the combined entity claims over 500 years of cumulative government contracting experience.

Name

Rogue

Legal name

Antonym Inc.

Website

https://userogue.com

Company type

Private

Operating status

Acquired

Headcount range

1–10 employees

Short description

Rogue (Antonym Inc.) provided an AI-native SaaS platform that helped government contractors draft RFPs, RFIs, and compliance documentation faster using domain-tuned frontier models, NIST 800-171-compliant data isolation, and proposal-specific workflow tools. The company was acquired by Procurement Sciences AI in February 2026.

Ownership category

akta.pro rank

Product category

Government Contracting Software

NAICS

Software Publishers (5132), Software Publishers (513210)

SIC

Services-Prepackaged Software (7372)

akta.pro industry

PRIMARYHDAEAKAF

Robotic Process Automation (RPA) & Hyperautomation Platforms

Hardware, Technology & Telecom/Enterprise Platforms & Databases/Enterprise Application Development Platforms (Low-Code/No-Code & PaaS)

SECONDARYHDAEANAG

Responsible AI, Security & Privacy Platforms (Safety, Guardrails, PII)

Hardware, Technology & Telecom/Enterprise Platforms & Databases/Artificial Intelligence Platforms for Enterprise

Keywords

• AI proposal writing
• Government contracting software
• RFP response automation
• Proposal management platform
• Compliance matrix generation

Headquarters

HQ city

Washington

HQ country

United States

HQ region

North America

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Infrastructure, Marketing or Sales, Operations

Revenue model

1. SaaS Subscription: Platform operates on subscription model with account creation and payment link flow. New users receive payment link after signup. Annual and monthly billing implied by onboarding process. Customer-funded and profitable company with no external investors.
2. Training and Onboarding Services: Bespoke training sessions offered as part of onboarding, connecting users with seasoned proposal professionals. Additional follow-up calls encouraged for guidance through unique use cases.

Pricing tiers

Go-to-market motion2 records

Distribution channels2 records

Marketing channels6 records

Core offering

Rogue provides an AI-powered SaaS platform specifically designed for government contractors to automate and optimize the writing of proposals in response to government solicitations including Sources Sought, Requests for Information (RFIs), and Requests for Proposals (RFPs). The platform combines a fine-tuned AI writing assistant with document management, compliance tracking, semantic content search, and multi-user collaboration tools to help contractors produce winning proposals faster. The platform was acquired by Procurement Sciences AI in February 2026.

Product overview

UseRogue is a single unified AI-powered SaaS platform for government contractors, providing proposal and workflow automation across the full government contracting lifecycle. The core platform centers on the AI Powered Editor with integrated writing tools (expand, concise, grammar fix, improve writing), augmented by specialized modules including War Room (document management and workflow tracking), Smart Chat/Rogue One (AI assistant with Deep Dive semantic search), RFP Shredder (solicitation analysis), Templates (reusable document frameworks), Data Shelf (secure document repository), Compliance Matrix (requirement tracking), and Snippets (content library). The platform is model-agnostic, using frontier AI models fine-tuned for government proposal writing, with separate encrypted data structures per organization to protect proprietary content. Educational resources include the Rogue Masterclass and GovCon GPT Master Class. The platform was acquired by Procurement Sciences AI in February 2026.

Differentiator

Problem solved

Functional benefit

Products and services

• UseRogue Platform A unified AI-powered SaaS platform for government contractors providing proposal and workflow automation across the full government contracting lifecycle. Includes an AI-Powered Editor with writing tools (expand, concise, fix grammar, improve writing), War Room for document management and Kanban-based workflow tracking, Smart Chat (Rogue One) AI assistant with Deep Dive semantic search, RFP Shredder for solicitation analysis, Templates for reusable document frameworks, Data Shelf for secure encrypted document storage, Compliance Matrix for automated requirement tracking, and Snippets for content reuse. The platform is model-agnostic, integrating frontier AI models fine-tuned for government proposal writing with RLHF built into the workflow, and is fully NIST 800-171 compliant for CUI data handling.
• Rogue Masterclass A comprehensive training program covering UseRogue platform features from initial signup through advanced usage. The masterclass covers organization setup, data shelf configuration, templates, the writing interface, War Room features, compliance matrix, and collaboration tools. Includes onboarding call invitation for new users to connect with seasoned proposal professionals.
• GovCon GPT Master Class A 31-lesson educational curriculum designed to help government contractors gain skills in generative AI. Covers GPT basics, prompting techniques, and GovCon-specific applications including RFI responses, SBIR proposals, capability statements, and proposal resumes.

Quantifiable outcome

• 70% faster RFP response creation
• +2 more outcomes

Named customers1 record

Segments3 records

Ideal customer profiles3 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability5 records

Feature10 records

Partnerships

One partnership is on record.

• Leading AI ProviderscoreTechnology or IntegrationRogue partners with leading AI providers to integrate the most powerful frontier models available. Through strategic partnerships, the platform is continuously updated with the latest advances in AI technology, specifically fine-tuned for government proposal writing excellence. The model-agnostic approach allows integration of best-in-class models as they become available.

Scale indicators5 records

Recent moves6 records

Expansion highlights5 records

Broad incumbents

• Deltek: Deltek is the leading ERP and business management software provider for government contractors, offering GovWin IQ for capture intelligence and proposal tools. It is a broad incumbent whose portfolio overlaps with Rogue's proposal drafting capabilities, though Deltek's strength is enterprise resource planning rather than AI-first writing assistance.
• Microsoft Copilot for Word: Microsoft Copilot for Word provides AI-assisted drafting and editing inside the Microsoft 365 ecosystem used by virtually all government contractors. It is a broad incumbent threat to Rogue because proposal teams already work in Word, and free or bundled AI features compete with Rogue's specialized proposal writing tools.
• Unanet: Unanet offers ERP, CRM, and proposal automation tools purpose-built for government contractors, including the former Cosential CRM. It is a broad incumbent addressing many of the same GovCon workflows as Rogue, including capture management and proposal collaboration, though as part of a wider back-office suite.
• Google Workspace with Gemini: Google Workspace with Gemini offers AI-assisted drafting in Docs and collaborative editing, providing an alternative to dedicated proposal automation platforms. It is a broad incumbent whose bundled AI capabilities in Google Docs compete with Rogue's editor for proposal teams considering consolidated productivity suites.

Direct peers

• Procurement Sciences AI: Procurement Sciences AI acquired Rogue in February 2026 to build an end-to-end AI growth platform for government contractors. It is both the parent company and a direct strategic peer, covering opportunity discovery and pipeline intelligence that complements Rogue's proposal drafting capabilities.
• Loopio: Loopio provides a RFP response management platform that helps organizations find, reuse, and collaborate on answer content for proposals. It is a direct peer to Rogue in the response automation category, with overlapping content library and AI-assisted answer generation features.
• Qvidian (Upland Software): Qvidian, part of Upland Software, is a long-standing RFP and proposal automation platform used by enterprises to manage responses, content libraries, and collaboration. It competes directly with Rogue in proposal workflow automation, especially for larger enterprises with established proposal operations.
• Responsive (formerly RFPIO): Responsive is a leading RFP and proposal response management platform that automates the response process using a centralized content library and AI-assisted drafting. It is the most direct competitor to Rogue in the broader RFP automation space, though it serves commercial and tech buyers alongside government.

Emerging players

• Shipley Associates: Shipley Associates is a leading proposal management training and consulting firm that has begun integrating AI tools into its capture and proposal methodology services. It overlaps with Rogue on GovCon proposal best practices but is primarily a consultancy rather than a software product, making it a partial competitor and potential partner.
• AutogenAI: AutogenAI is an AI proposal writing platform that uses generative AI to help enterprises draft bids, tenders, and RFP responses faster. It is an emerging AI-first peer to Rogue in the AI proposal automation category, with similar positioning around generative drafting and response acceleration, though focused more on commercial and international bids than US GovCon.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat6 records

Key risks6 records

Key highlights7 records

Customer concentration

• Xx.com/UseRogue
• LinkedInlinkedin.com/company/userogue

Compliance1 record

Revenue estimate

Valuation estimate

Number of profiles

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Rogue