nOps는 월간 방문 97,959, 전월 대비 성장률 +13.8%, Usage-based 가격 모델을 기록합니다. Pump는 월간 방문 71,062, 성장률 -7.1%, 무료 가격 모델을 기록합니다.
nOps is an automated cloud cost optimization platform that combines AI-powered cost visibility with autonomous commitment management. It continuously purchases and rebalances AWS, Azure, and GCP savings commitments to raise your effective savings rate, while giving FinOps, engineering, and finance teams hourly visibility into multicloud, Kubernetes, SaaS, and AI costs.
nOps is an automated cloud cost optimization platform that combines AI-powered cost visibility with autonomous commitment management. It continuously purchases and rebalances AWS, Azure, and GCP savings commitments to raise your effective savings rate, while giving FinOps, engineering, and finance teams hourly visibility into multicloud, Kubernetes, SaaS, and AI costs.
An autonomous engine maps your usage patterns hourly, buys the optimal mix of Reserved Instances, Savings Plans, and committed use discounts, and rebalances continuously to keep discounts high without locking you into long commitments.
See multicloud, Kubernetes, SaaS, and AI spend at hourly granularity, with business context, forecasting, anomaly detection, and unit economics that show what actually drives cost.
Allocate hourly AI spend to the model, account, team, customer, and feature behind it, covering providers such as Amazon Bedrock, OpenAI, Claude, and Cursor, with recommendations for token efficiency, model choice, and caching.
Track Effective Savings Rate, commitment coverage, and realized savings in real time, and route alerts and tasks into tools like Slack, Jira, Datadog, and Snowflake.

공동 구매 방식으로 클라우드와 AI 청구서를 무료로 절감
Pump가 전체 고객 기반에서 예약 용량을 구매해 요금을 사용자에게 전달하며, 사용량 감소 위험은 사용자가 아니라 Pump가 부담합니다.
품질 기준을 한 번 설정하면 각 요청이 기준을 통과하는 가장 저렴한 모델로 라우팅되고, 제공사 장애 시 폴백 체인으로 요청이 끊기지 않습니다.
팀마다 하나의 예산으로 클라우드와 AI 지출을 함께 관리하고, 한도 도달 전 Slack으로 경고하며 비용 원인도 표시합니다.
지출을 매시간 확인하고 이상 징후를 특정 리소스와 담당자까지 추적합니다.

특화 강점Windward is a Maritime AI™ platform that fuses multi-sensor maritime data with behavioral analytics to deliver mission-grade, all-source operational intelligence for defense, government, and commercial organizations.
특화 강점Windward is a Maritime AI™ platform that fuses multi-sensor maritime data with behavioral analytics to deliver mission-grade, all-source operational intelligence for defense, government, and commercial organizations.

무료 / 오픈소스정교한 포트폴리오 도구를 내 손에 쥐여주는 AI 재무 어드바이저
무료 / 오픈소스정교한 포트폴리오 도구를 내 손에 쥐여주는 AI 재무 어드바이저
특화 강점SymphonyAI builds vertical AI applications, agents, and copilots that are tuned to specific industries rather than left generic. Its Eureka AI Platform provides predictive modeling, a low-code agent builder, and prompt-based app generation on top of an AI-ready data foundation, while its industrial IRIS Foundry platform supplies data connectors, a knowledge graph, and pre-built agents for the plant floor.
특화 강점SymphonyAI builds vertical AI applications, agents, and copilots that are tuned to specific industries rather than left generic. Its Eureka AI Platform provides predictive modeling, a low-code agent builder, and prompt-based app generation on top of an AI-ready data foundation, while its industrial IRIS Foundry platform supplies data connectors, a knowledge graph, and pre-built agents for the plant floor.
Git 버전 관리가 포함된 호스팅형 플레인 텍스트 복식 부기

Zeni pairs AI accounting agents with a dedicated team of finance experts to keep startup books current daily, handle bill pay, reimbursements, taxes, payroll and fractional CFO work on one platform.

무료 / 오픈소스Moontower is AI-powered volatility intelligence for traders, desks and firms. It computes its own options volatility surfaces and presents them through a set of proprietary charts, adds an AI agent that reasons over that market data, and exposes a hosted MCP server so tools like Claude Code can query volatility, skew, option chains and trade ideas directly.
무료 / 오픈소스Moontower is AI-powered volatility intelligence for traders, desks and firms. It computes its own options volatility surfaces and presents them through a set of proprietary charts, adds an AI agent that reasons over that market data, and exposes a hosted MCP server so tools like Claude Code can query volatility, skew, option chains and trade ideas directly.