Tier structure: Startups receive $2,000 initially. After demonstrating product/market fit (3+ months active usage), this scales to $200,000. The key is demonstrating AI/ML workloads — AuthorSuite's agent pipeline qualifies directly.
Structure OS LLC, Ltd. is an AI infrastructure company headquartered in Sheridan, Wyoming. Our flagship product, AuthorSuite, is a 31-agent AI publishing intelligence platform that delivers professional-grade manuscript evaluation, script coverage, and publishing strategy consultation to independent authors, screenwriters, podcasters, and the organizations that serve them.
AuthorSuite addresses a documented access gap: professional creative evaluation costs $150–$1,500 per engagement with weeks of lead time. We deliver equivalent analysis in approximately four minutes, from $27/month, through a specialized multi-agent architecture covering three creative formats — manuscript (MARROW agent), screenplay (SLATE agent), and podcast/audio (FREQUENCY agent).
Our B2B line, ASI Industry, deploys AuthorSuite as evaluation infrastructure for publishers, literary agencies, production companies, literary award programs and writing competitions — allowing organizations to build their own judging criteria into the score. A third line, ASI Pro, serves professional readers with monthly reader subscriptions. Together these create a scalable, defensible revenue model alongside our consumer subscription business.
Vertex AI: Our 31-agent evaluation pipeline currently routes through third-party LLM APIs. Google Cloud's Vertex AI platform, particularly Gemini models and the Vertex AI Agent Builder, would enable us to build and fine-tune domain-specific evaluation agents with deeper creative industry training data — improving evaluation accuracy for genre-specific manuscript assessment, screenplay structure analysis, and audio content optimization.
Cloud Run / GKE: AuthorSuite's Flask application currently runs on a single Ionos VPS. Google Cloud Run would enable auto-scaling container deployment, eliminating manual capacity management during B2B partner submission windows where evaluation volume spikes significantly (literary awards processing 1,000+ submissions simultaneously).
Cloud Storage + Document AI: Users upload manuscripts and scripts in 14 formats. Cloud Storage with Document AI preprocessing would improve ingestion reliability and enable structured text extraction from PDFs and Word documents before evaluation processing.
BigQuery: Evaluation outcome analytics — tracking which manuscript categories generate the highest MasterScore improvements across revision cycles, enabling data-driven refinement of our agent scoring models.
Firebase: Real-time evaluation progress updates to the frontend, replacing our current polling architecture.
The global independent creator market — estimated at 4.4 million self-publishing authors in the US alone — operates without access to the professional editorial infrastructure that traditional publishing provides. A debut novelist at a major publisher receives developmental editing, copyediting, market positioning analysis, competitive title research, and launch strategy as standard. An independent author receives none of this unless they can afford $500–$2,000 per service engagement, which most cannot.
The same gap exists in screenwriting (400,000+ WGA-registered writers, professional script coverage costs $150–$350 per script), podcasting (4.2 million active shows, no professional content evaluation infrastructure exists), and at the organizational level for literary award programs and writing competitions that receive thousands of submissions but lack bandwidth to return structured feedback to non-selected entrants.
AuthorSuite collapses this access gap by delivering professional-grade evaluation intelligence at consumer price points, powered by a multi-agent AI architecture designed specifically for creative work assessment rather than creative work generation.
Multi-agent orchestration: 31 specialized evaluation agents processing manuscripts, scripts, and audio content through sequential and parallel analysis chains. Each evaluation triggers 8–15 agent calls depending on content type and tier selected.
Document processing pipeline: Ingestion of user-uploaded creative documents (manuscripts 50,000–120,000 words, screenplays 90–120 pages, podcast scripts 5,000–25,000 words) requiring structured text extraction, preprocessing, and chunking before agent processing.
Scoring and analytics: MasterScore composite scoring across 21 professional categories plus up to 7 custom partner criteria, generating structured evaluation reports with numeric scores, written analysis, and actionable revision priorities.
Future: Fine-tuning pipeline — domain-specific fine-tuning of evaluation models on creative industry data (genre conventions, market positioning, structural analysis patterns) to improve evaluation accuracy beyond general-purpose LLM capabilities.
Easiest application in this package. NVIDIA Inception is free to join with no competitive selection process. Benefits include NVIDIA GPU cloud credits, access to NGC (NVIDIA GPU Cloud) software catalog, preferred pricing on DGX hardware, and co-marketing opportunities. Apply first — approval is typically same-day.
Structure OS LLC, Ltd. develops AI-powered creative intelligence infrastructure. Our flagship product, AuthorSuite (authorsuite.online), is a 31-agent platform that delivers professional-grade manuscript evaluation, screenplay analysis, and podcast content assessment to independent creators and the organizations that serve them.
AuthorSuite's multi-agent architecture processes creative documents — novels, screenplays, podcast scripts — through specialized evaluation chains covering structural analysis, character development, pacing, market positioning, and commercial viability. Each evaluation triggers between 8 and 15 sequential and parallel agent inference calls, with outputs synthesized into structured evaluation reports and composite scoring across 21 professional categories.
Our B2B product line, ASI Industry, allows literary award programs and writing competitions to embed their custom judging criteria into our evaluation pipeline — creating an AI-powered evaluation infrastructure product for organizations that receive thousands of submissions per cycle but lack bandwidth to return structured feedback at scale.
NVIDIA GPU infrastructure would support acceleration of our document processing pipeline, enable local inference for latency-sensitive evaluation components, and support our planned fine-tuning pipeline for domain-specific creative evaluation models trained on genre conventions, narrative structure patterns, and market positioning data.
Current / Near-term: NVIDIA NIM (NVIDIA Inference Microservices) for deploying optimized LLM inference endpoints for our evaluation agent pipeline. Our current architecture routes through third-party APIs (Anthropic Claude) for all inference — NVIDIA NIM would enable hybrid deployment where latency-critical evaluation components run on local GPU infrastructure while maintaining cloud API fallback.
Planned: NVIDIA NeMo framework for fine-tuning domain-specific evaluation models on creative industry datasets. The goal is a specialized creative evaluation model that outperforms general-purpose LLMs on genre-specific manuscript assessment, screenplay structure analysis, and narrative pacing evaluation — trained on structured creative industry data with NVIDIA's training acceleration stack.
Infrastructure: NGC catalog for accessing optimized container images for our LLM deployment and document processing pipeline. NVIDIA RAPIDS for accelerating text processing operations in our document ingestion pipeline.
Select: Bootstrapped / Pre-Seed — Structure OS LLC, Ltd. is currently founder-funded. AuthorSuite is live in production with an active subscriber base, Stripe payment integration, and B2B partner outreach underway. We are pursuing non-dilutive funding (cloud credits, grants, SBIR) in parallel with early revenue growth before pursuing institutional investment.
- 1Go to nvidia.com/inception → click "Apply Now"
- 2Create NVIDIA Developer account if needed
- 3Complete the application with answers above — typically 10 minutes
- 4Approval is typically same-day to 48 hours
- 5After approval, request GPU credits through the Inception portal — credit amounts vary by program tier and use case
Key benefit beyond Azure credits: Microsoft for Startups Founders Hub includes access to Azure OpenAI Service — which provides GPT-4 and other OpenAI models through the Azure infrastructure at Microsoft-negotiated rates. This is directly relevant to AuthorSuite's agent pipeline.
Structure OS LLC, Ltd. (authorsuite.online) is building AI-powered creative intelligence infrastructure for the independent creator economy. Our flagship product, AuthorSuite, is a 31-agent evaluation platform that delivers professional-grade manuscript analysis, screenplay coverage, and podcast content assessment — the same quality of feedback that major publishers, Hollywood studios, and podcast networks provide to their signed talent, now accessible to independent creators at $27/month.
The platform addresses a documented access gap: the 4.4 million independent authors, 400,000+ screenwriters, and 4.2 million podcasters who operate without the professional editorial and production infrastructure that their traditionally-published counterparts receive. A debut novelist at Penguin Random House gets developmental editing, market positioning, competitive analysis, and launch strategy as standard. An independent author gets nothing unless they pay $500–$2,000 per service, which most cannot sustain.
AuthorSuite's three core agents — MARROW (manuscript and publishing), SLATE (screenplay and Hollywood development), and FREQUENCY (podcast and audio production) — process creative documents through 21 professional evaluation categories, delivering structured analysis, numeric scoring, actionable revision priorities, and publication-readiness assessment in approximately four minutes.
Our B2B product, ASI Industry, extends this infrastructure to literary award programs and writing competitions, allowing organizations to embed their own judging criteria into our evaluation pipeline. This creates an AI-powered evaluation infrastructure product for organizations that receive hundreds to thousands of submissions per cycle but cannot return structured feedback at scale.
Azure OpenAI Service: AuthorSuite's evaluation agents currently route through the Anthropic API. Azure OpenAI Service would provide access to GPT-4o and GPT-4-turbo through Microsoft's infrastructure with enterprise SLA guarantees, enabling evaluation pipeline redundancy and model diversity across our 31 agent architecture. Specific agents — particularly our market positioning, comp title research, and query letter generation agents — may benefit from GPT-4's training distribution characteristics for publishing industry knowledge.
Azure App Service / Azure Container Apps: Migration of our Flask/gunicorn application to Azure Container Apps with auto-scaling, enabling horizontal scale during B2B partner submission windows where evaluation volume spikes without predictable scheduling.
Azure Database for PostgreSQL: Managed PostgreSQL replacing our current self-managed database on a single VPS, with automated backups, read replicas for reporting queries, and geo-redundant storage for evaluation history and user data.
Azure Blob Storage: Document ingestion and temporary processing storage for user-uploaded manuscripts, screenplays, and audio scripts across our 14 supported import formats.
Azure Document Intelligence: Structured extraction from PDF manuscripts and Word documents before evaluation processing — improving accuracy of text extraction compared to our current processing pipeline.
GitHub Enterprise (via Founders Hub): Private repository management for AuthorSuite codebase, CI/CD pipeline through GitHub Actions, and code review infrastructure for the expanding Structure OS platform.
Select: Idea/Early Stage or MVP — AuthorSuite is live in production at authorsuite.online with active subscribers, Stripe payment processing, and a functioning 31-agent evaluation pipeline. We are in early revenue stage with B2B partner outreach actively underway. We have not yet closed external investment.
ASI Creative (B2C): Independent authors, screenwriters and podcast creators: monthly plans Solo $27 (1 certified evaluation/month), Author $99 (3), Publisher $249 (10) and Studio $399 (20), or pay per evaluation with no subscription (Certificate Evaluation $49, Full Evaluation + Synopsis $89, Comprehensive Evaluation Suite $149). Subscribers can connect their own AI provider key and pay no platform markup on their own usage.
ASI Industry (B2B): Publishers, literary agencies, production companies and competitions: shared monthly evaluation pools (Imprint $2,900/month for 100 evaluations; House $5,000/month for 250), overage billed automatically, plus custom and co-branded programs. Competitions partner at no platform fee — certification as an entry requirement (entrants pay a discounted $25 per evaluation) and/or a referral rebate. Buyers build their own judging criteria into the score.
ASI Pro (Professional Readers): Story analysts, script readers and editorial consultants: monthly reader subscriptions from $399/month (10 evaluations) to $2,500/month (100 evaluations), with automatic overage, or $49 per evaluation pay-as-you-go.
- 1Go to foundershub.startups.microsoft.com → "Sign Up"
- 2Sign in with Microsoft account (create one if needed — use your Structure OS email)
- 3Complete the startup profile form using answers above
- 4Connect your GitHub account when prompted (required for GitHub Enterprise benefit)
- 5Approval is typically 1–3 business days; credits activate immediately after approval
- Day 1NVIDIA Inception — Apply first. Free, no selection process, same-day approval. Establishes your AI startup credentials that strengthen subsequent applications.
- Day 1AWS Activate Founders (see separate application document) — Apply same day. Self-service, 2–5 day approval. $5,000 credits immediately usable.
- Day 2Microsoft Founders Hub — Apply after NVIDIA and AWS. The GitHub Enterprise benefit alone is worth applying. $150,000 in Azure credits is the highest single-program value in this package.
- Day 3Google Cloud for Startups — Apply last. Starts at $2,000 but scales to $200,000 with demonstrated usage. The initial $2,000 begins immediately; pursue scale-up after 90 days of usage.
- Week 2AWS Portfolio Tier — Contact Wyoming SBDC after Founders approval. Portfolio tier gets you $25,000+. The SBDC consultation is free regardless of outcome.
- Week 3OpenAI Researcher Access — Apply at openai.com/research/api-access for API credits. Separate from Microsoft's Azure OpenAI access. Strong narrative: AI for democratizing access to professional creative evaluation.
Total potential value from this application package: $355,000–$375,000+ in credits and services. At current AuthorSuite infrastructure costs, this represents approximately 3–5 years of compute runway. Even partial approvals (AWS + Microsoft alone) represent $155,000 in non-dilutive infrastructure value — equivalent to an early-stage seed check without giving up equity.