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This article outlines 10 CPQ bestpractices to help optimize your performance, eliminate inefficiencies, and maximize ROI. Coordinate among your sales, finance, and operations teams to identify pain points where CPQ can accelerate deal velocity and improve accuracy. Implement event-driven architecture where updates in CRM (e.g.,
Building cloud infrastructure based on proven bestpractices promotes security, reliability and cost efficiency. We demonstrate how to harness the power of LLMs to build an intelligent, scalable system that analyzes architecture documents and generates insightful recommendations based on AWS Well-Architected bestpractices.
Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, and Amazon via a single API. This is because such tasks require organization-specific data and workflows that typically need custom programming.
In this post, we explore the bestpractices and lessons learned for fine-tuning Anthropic’s Claude 3 Haiku on Amazon Bedrock. Tools and APIs – For example, when you need to teach Anthropic’s Claude 3 Haiku how to use your APIs well.
To facilitate this, the centralized account uses API gateways or other integration points provided by the LOBs AWS accounts. The centralized team maintains adherence to common standards, bestpractices, and organizational policies, while also enabling efficient sharing and reuse of generative AI components.
It also provides guidance to tackle common challenges, enabling you to architect your IDP workloads according to bestpractices. For example, during the project planning phase, you should invest in cloud financial management skills and tools, and align finance and tech teams to incorporate both business and technology perspectives.
Services range from financing and investment to property management. AWS Prototyping successfully delivered a scalable prototype, which solved CBRE’s business problem with a high accuracy rate (over 95%) and supported reuse of embeddings for similar NLQs, and an API gateway for integration into CBRE’s dashboards.
Amazon Transcribe The transcription for the entire video is generated using the StartTranscriptionJob API. The solution runs Amazon Rekognition APIs for label detection , text detection, celebrity detection , and face detection on videos. The metadata generated for each video by the APIs is processed and stored with timestamps.
The solution uses the following services: Amazon API Gateway is a fully managed service that makes it easy for developers to publish, maintain, monitor, and secure APIs at any scale. Purina’s solution is deployed as an API Gateway HTTP endpoint, which routes the requests to obtain pet attributes.
5- Inefficient Collaboration Between Sales, Finance, and Operations B2B sales dont happen in isolationeach deal requires input from multiple departments. Sales teams need accurate pricing from finance, product availability from operations, and approval from leadership. Shopify, Magento, Salesforce Commerce Cloud).
The enterprise IdP, such as Okta or Ping Identity, is used as the access manager for an authenticated user to interact with an Amazon Q Business application using an Amazon Q web experience or a custom application using an API. The IdP responds with identity or access tokens in OIDC mode, or a SAML assertion in SAML 2.0
The AWS Well-Architected Framework provides a systematic way for organizations to learn operational and architectural bestpractices for designing and operating reliable, secure, efficient, cost-effective, and sustainable workloads in the cloud. This helps you avoid throttling limits on API calls due to polling the Get* APIs.
These tools call on AWS service APIs for the required functionality. This tools checks if there is an existing account in the bank’s Amazon DynamoDB database, by calling an endpoint deployed in Amazon API Gateway. This tool checks if the uploaded selfie matches the face on the ID by calling an endpoint deployed in API Gateway.
By using the Framework, you will learn operational and architectural bestpractices for designing and operating reliable, secure, efficient, cost-effective, and sustainable workloads in the cloud. The AWS Well-Architected Framework helps you understand the benefits and risks of decisions you make while building workloads on AWS.
Integrating security in our workflow Following the bestpractices of the Security Pillar of the Well-Architected Framework , Amazon Cognito is used for authentication. Amazon API Gateway hosts a REST API with various endpoints to handle user requests that are authenticated using Amazon Cognito. 2xlarge 676.8
All of the AWS AI services (for example, Amazon Textract , Amazon Comprehend , or Amazon Comprehend Medical ) used in IDP solutions are fully managed AI services where AWS secures their physical infrastructure, API endpoints, OS, and application code, and handles service resilience and failover within a given region.
By using the Framework, you will learn operational and architectural bestpractices for designing and operating reliable, secure, efficient, cost-effective, and sustainable workloads in the cloud. The AWS Well-Architected Framework helps you understand the benefits and risks of decisions you make while building workloads on AWS.
However, sectors that deal with sensitive customer information (such as government, healthcare, or finance) are wary of making Facebook, Apple or Google a messaging pathway for their users. BestPractices for a Communication Channel. Choosing the best Communication Channel. So: How will this battle play out? Shai Berger.
In this post, we present a comprehensive guide on deploying and running inference using the Stable Diffusion inpainting model in two methods: through JumpStart’s user interface (UI) in Amazon SageMaker Studio , and programmatically through JumpStart APIs available in the SageMaker Python SDK.
Get your company DNS records configured for the Avaya Cloud and its Apple Push Notification, API. It means being willing to review and appropriately adopt new bestpractices as they become available. Maybe it’s professional services to help deploy and configure to current bestpractices. And so on, and on, and on.
It evaluates each user query to determine the appropriate course of action, whether refusing to answer off-topic queries, tapping into the LLM, or invoking APIs and data sources such as the vector database. If the question is related to Twitch, the agent thinks about which tool is best suited to answer the question.
If you’re interested in learning more on this, refer to MLOps foundation roadmap for enterprises with Amazon SageMaker , which explains in detail a framework for model building, training, and deployment following bestpractices. Haykaz Aramyan comes from a finance and technology background. in Finance, and an M.Sc.
as phone lines get swamped and customer’s finances go?haywire. Live chat takes care of this by seamlessly integrating into any technology stack with its flexible API. Download CCW’s latest report for insights into how live chat can be disrupted to maximize impact by using modern tools, technology, and bestpractices.
Although it’s accessible for immediate use, it’s not a recommended bestpractice for direct production workload use due to potential throttling limits. Additionally, engage with our community through our GitHub repo to share experiences and bestpractices, so you stay at the forefront of ML operations on AWS.
From customer service and ecommerce to healthcare and finance, the potential of LLMs is being rapidly recognized and embraced. He is very passionate about how technology can solve capital market challenges and provide beneficial outcomes by AWS latest services and bestpractices.
In most customer-facing industries such as telecom, finance, healthcare, and retail, customer experiences with call centers can profoundly impact perceptions of the company. Previously, PennyMac’s mortgage document processing required several hours of reviewing and preparing a loan package for approval.
By using Cincom Open APIs, customers can extend and integrate other systems as needed. Behind the scenes, Cincom CPQ software seamlessly shares configured quote data with production, finance, and supply chain teams to boost accuracy in planning, forecasting, and improving quality and profitability.
In this scenario, the generative AI application, designed by the consumer, must interact with the fine-tuner backend via APIs to deliver this functionality to the end-users. If an organization has no AI/ML experts in their team, then an API service might be better suited for them. 15K available FM reference Step 1.
Additionally, access to Amazon Bedrock , a fully managed API-driven service for generative AI, can be provisioned for individual accounts based on project requirements, and the users can access Amazon Bedrock APIs either via the SageMaker notebook interface or through their preferred IDE.
Get your company DNS records configured for the Avaya Cloud and its Apple Push Notification, API. It means being willing to review and appropriately adopt new bestpractices as they become available. Maybe it’s professional services to help deploy and configure to current bestpractices. And so on, and on, and on.
They can help the client to keep track of their finances, set budgets and check credit scores. Chatbot BestPractices Make It Clear For Users They Are Interacting With a Bot Honest communication should be a pillar in every organization, and that isn’t different when it comes to chatbots. JivoChat Partners: Dahi.ai
Finance manages pricing strategies and constraints centrally through the Cincom CPQ platform, pushing changes out systemwide automatically in real time. Integrate with Other Software Seamlessly Cincom CPQ software integrates seamlessly both ways with the platforms businesses rely on through APIs and web services.
For custom integrations, you can access the API (Application Programming Interface) to establish a connection between your AI platform and other services. Addressing Billing Concerns in Finance Billing problems can be a major headache for your support agents. Boost conversions and drive better business outcomes with Balto.
The finance team receives the pricing and contract information. BestPractices for Optimizing CPQ Process Flow Weve seen how the CPQ process flow transforms sales efficiency, but simply understanding how it works isnt enough. Organizations should prioritize API-based integration for enhanced scalability and interoperability.
Finance: Insert personalized disclosures, disclaimers, and t’s & c’s automatically into customer agreements by integrating with your systems. Our Eloquence software enables easy connectivity through pre-built integrations and customizable APIs to link templates to any enterprise data source.
I think it’s easy to buy into the promise of eight easy APIs and being able to integrate data from different systems, but slowing down to define as a client what you really want, what you need, and then also how you’re going to be able to maintain and improve those integrations over time are something that we see often over sighted.
API Strategies: Use API integration to connect disparate systems, ensuring smooth data flow. Why It Matters For healthcare, home improvement, and finance, the right analytics solution is not just about improving metricsits about reshaping customer experiences, optimizing operations, and driving bottom-line impact.
Guardrail objectives At the core of the architecture is Amazon Bedrock serving foundation models (FMs) with an API interface; the FM powers the conversational capabilities of the virtual agent. In our example, we configure denied topics for finance and politics. Where can I invest to get rich?” “I I want a refund!”
This is best illustrated using the PySparkProcessor , where you can pass additional information to optimize the ProcessingStep further, for instance via the configuration parameter when running your job. Donald Fossouo is a Sr Data Architect in the AWS Professional Services team, mostly working with Global Finance Service.
Reactive governance is for finding resources that lack proper tags using tools such as the AWS Resource Groups tagging API, AWS Config rules, and custom scripts. AWS Resource Groups tagging API – The AWS Resource Groups Tagging API lets you tag or untag resources. You should take action when resources lack necessary tags.
This feature empowers customers to import and use their customized models alongside existing foundation models (FMs) through a single, unified API. This broad compatibility allows customers to work with models that best suit their specific needs and use cases, allowing for greater flexibility and choice in model selection. 2, 3, 3.1,
By following this step-by-step approach, organizations can deploy open weights LLMs such as DeepSeek-R1 in line with bestpractices for AI safety and security. Alternatively, the ApplyGuardrail API offers a more flexible approach, allowing for independent evaluation of content without invoking a model.
To address this need, AWS generative AI bestpractices framework was launched within AWS Audit Manager , enabling auditing and monitoring of generative AI applications. These managed agents play conductor, orchestrating interactions between FMs, API integrations, user conversations, and knowledge bases loaded with your data.
Amazon Bedrock is a fully managed service that provides a single API to access and use various high-performing foundation models (FMs) from leading AI companies. It offers a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI practices.
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