AI inference engine that routes queries through three progressively powerful models, achieving 80%+ accuracy on PhD-level benchmarks at much lower cost compared to single-model. Deploys via CloudFormation with no code changes.
InfraNistic Premium: Three-Level AI Inference Optimization
InfraNistic Premium by CompuStable Inc is a collaborative inference engine designed for workloads where accuracy is critical. It sits between your application and AWS Bedrock, intelligently routing queries through progressively more powerful models only when needed.
Achieve Accuracy Beyond Any Single Model
On GPQA Diamond (a PhD-level science benchmark), InfraNistic Premium achieves 80%+ accuracy - exceeding what any single model achieves alone. The three-level architecture ensures that simple queries stay on cost-effective models while only frontier-hard queries reach the most expensive tier.
Level 3: Frontier model (Claude Opus 4.5) engages only for the hardest queries
This progressive routing means you get maximum accuracy where it matters most, without overspending on simple tasks. Teams that would otherwise route all queries to the frontier model can achieve superior accuracy at a fraction of the cost by letting InfraNistic handle tier selection automatically.
Industry Use Cases
InfraNistic Premium excels in scenarios involving complex reasoning across domains:
Pharmaceutical Research: Route drug-interaction queries through progressively powerful models to ensure clinical accuracy while keeping routine literature lookups on cost-effective tiers
Financial Risk Modeling: Complex scenario analysis escalates to frontier models while standard calculations resolve at Level 1
Legal Contract Analysis: Nuanced clause interpretation reaches Level 3 only when simpler models cannot resolve ambiguity
Deploy in 60 Seconds
One CloudFormation command to deploy
No code changes to your existing application
No training data or domain-specific configuration required
Works immediately on any workload and self-optimizes over time
Billing Model
InfraNistic Premium uses metered billing based on queries processed. You pay only for what you use, with costs varying by which model tier handles each query. Visit the pricing tab for current per-query rates across all three levels.
Built for AWS Bedrock
InfraNistic Premium integrates directly with AWS Bedrock, leveraging Claude Haiku 4.5, Claude Sonnet 4.5, and Claude Opus 4.5 in us-east-1. All inference runs in your own AWS account through standard Bedrock APIs.
Security and Compliance
Zero data retention - InfraNistic never stores your queries or responses
All processing occurs within your own AWS account
Fully compliant with Anthropic and AWS Bedrock terms of use
Requirements
AWS Bedrock model access for Claude Haiku 4.5, Claude Sonnet 4.5, and Claude Opus 4.5 in us-east-1
Client timeout set to 300 seconds
Get Started
InfraNistic Premium is built for teams running AI workloads where getting the right answer matters more than getting a fast, cheap answer. Research organizations, enterprise AI applications, and any use case involving complex reasoning will benefit from the collaborative inference approach that delivers accuracy no single model can match.
To schedule a guided deployment walkthrough or request a sample benchmark report, contact the team at support@infranistic.com.
Highlights
Deploy in 60 seconds with a single CloudFormation command - no code changes, no training data, and no domain-specific configuration required. The three-level collaborative inference architecture begins routing queries automatically from day one and self-optimizes over time. Metered billing means you pay only for queries processed, with costs scaling based on which model tier handles each query.
Achieve 80%+ accuracy on GPQA Diamond (PhD-level science benchmark) - exceeding what any single model achieves alone. Simple queries resolve on cost-effective Claude Haiku 4.5, moderately complex problems route to Claude Sonnet 4.5, and only frontier-hard queries reach Claude Opus 4.5. This progressive routing delivers maximum accuracy where it matters most while avoiding frontier-model costs on straightforward tasks.
Zero data retention with all inference running entirely within your own AWS account through standard Bedrock APIs. InfraNistic never stores your queries or responses. Fully compliant with both Anthropic and AWS Bedrock terms of use, ensuring your team meets data governance requirements without additional security review overhead.
AWS Marketplace now accepts line of credit payments through the PNC Vendor Finance program. This program is available to select AWS customers in the US, excluding NV, NC, ND, TN, & VT.
You pay based on usage through a single dimension: Queries Routed. Pricing is metered by the number of queries processed through InfraNistic, billed per unit. There are no fixed tiers or instance sizes to choose from. Your cost scales directly with how many queries you send. As volume grows, you pay for more units. The product routes each query to the appropriate model automatically, so you are charged only for the queries you actually process. This keeps billing tied to your real workload.
Top-of-mind questions for buyers
What counts as one query for billing purposes?
A query is one request you send to the InfraNistic endpoint. Each HTTP call with a prompt counts as one query, no matter which model tier answers it. You are billed per query routed, in units of 1,000 queries.
Does my cost change based on which model tier answers a query?
No. You pay the same per-query rate whether the query resolves on the fast tier or escalates to the power tier. InfraNistic routes each query to the appropriate model automatically. Your bill reflects the number of queries processed, not the internal model choice.
Am I charged if a repeated query resolves instantly from a learned pattern?
Yes. Each query you send counts toward billing, even when the system resolves it instantly from recognized patterns. The routing behavior affects speed and internal model usage, not the per-query count. To force a fresh model call, you can pass a no_cache flag.
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Vendor refund policy
InfraNistic offers a full refund for any billing period where the customer is dissatisfied, requested within 30 days of the charge. Contact support@infranistic.com with your AWS Account ID and billing period to request a refund.
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Support
Vendor support
Support for InfraNistic Premium
All InfraNistic Premium customers receive email support with a 24-hour response time.
To schedule a walkthrough of the one-command deployment process or request a sample benchmark report, contact the support team via email.
Billing Model
InfraNistic Premium uses metered billing based on queries processed through the service. Costs vary depending on which model tier (Level 1, 2, or 3) handles each query. For detailed per-query rates and example cost calculations, refer to the pricing tab on this listing.
Contact
For any issues related to deployment, configuration, performance optimization, billing questions, or refund requests, contact the support team at support@infranistic.com. The team will respond within 24 hours to help resolve your issue.
AWS infrastructure support
AWS Support is a one-on-one, fast-response support channel that is staffed 24x7x365 with experienced and technical support engineers. The service helps customers of all sizes and technical abilities to successfully utilize the products and features provided by Amazon Web Services.
InfraNistic routes AI queries to the most cost-effective AWS Bedrock model, delivering up to 5x more capacity from your existing budget with no code changes.
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