8-A07 - AI Platform Requirements.xlsx

XLSX spreadsheet 48 KB Posted

Attached to
AI Governance and Monitoring Platform
Solicitation number
745-26-P33
Issued by
Bexar County, Texas

About this file

This is an AI Platform Requirements assessment document for the University of Texas Health San Antonio (UTHSA), a large academic health and research institution seeking a comprehensive AI Governance and Monitoring Platform. UTHSA requires a solution to establish centralized oversight, risk classification, policy enforcement, performance monitoring, lifecycle management, and audit readiness across all AI use cases currently deployed across administrative, research, clinical, and academic functions. The platform must support healthcare and higher education regulatory environments including HIPAA, FERPA, FDA considerations, state privacy laws, and emerging AI regulations. The requirements document specifies functional, technical, security, support and services, vendor health, and pricing categories that vendors must address, with priorities designated as High, Medium, or Low for each requirement.

The functional requirements span AI inventory and catalog management, shadow usage discovery, automated policy compliance and enforcement, data usage mapping, product usability with role-based interfaces, risk management frameworks, comprehensive audit trails supporting federal requirements, evidence collection for trust and security assessments, interoperability with data governance and model observability tools, workflow automation integrated with ticketing systems like ServiceNow and TeamDynamix, AI usage reporting, business-friendly user experience, ease of implementation, model observability, AI ethics and bias frameworks, and stakeholder collaboration with governance committee support. Technical requirements include data storage with disaster recovery capabilities, granular authorization with enterprise identity provider integration (LDAP, Azure AD), integration with systems such as DynaTrace, SolarWorks, ITSM platforms, PeopleSoft, Oracle Fusion, EPIC, Salesforce, and Banner, OAuth 2.0 support with MFA enforcement, real-time performance management with alerting, REST/SOAP API support, data sharing controls with external systems including LLMs, native application connectors, Cisco ACI network compatibility, comprehensive architecture documentation, customization capabilities, global localization support, high availability with documented RTO/RPO targets, exit strategy with full data export in standard formats, and deployment model options including SaaS, on-premises, or hybrid with TX-RAMP certification if cloud-based. Security requirements address privacy policy alignment, data encryption in transit and at rest with algorithm and key management details, embedded security testing in release management, identity and access management with SSO and two-factor authorization, security event logging with suspicious activity alerting, documented incident management and breach disclosure policies, disaster recovery and backup processes, intrusion prevention and detection capabilities, published hiring practices and employee security training, penetration testing capabilities, and compliance certifications including SOC 2, ISO 27001, NIST, FedRAMP, CCPA, or GDPR. Support and services requirements include 24/7 multi-language customer support, implementation resources meeting desired go-live dates, clear implementation planning with setup, testing and training, multi-format support access via phone, email, chat and online knowledge base, flexible deployment rollout options, relevant service level agreements for system performance and uptime, best-in-class training via online and offline mediums, aligned vendor expertise or partner resources, and regular feature updates with transparent release cadence. Vendor health evaluation focuses on financial strength metrics, vendor vision and culture fit, customer base focus and sector alignment, online user ratings of 4.2 or higher out of 5, and product strategy roadmap alignment with future requirements. Pricing and commercial terms requirements specify initial contract term length with renewal mechanics, license fee structures with defined pricing units and annual/monthly volume forecasts, implementation costs, training expenses, key contract terms including price protection and termination clauses, and ongoing service and maintenance fee tiers.

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Other files

File Type Posted
12-A02 - Sample Agreement 745-26-P33.docx DOCX document
6-A05 TX-Ramp 1003.pdf PDF
3-A01D Addenda Checklist 0725.pdf PDF
7-A03 VETHUB 0126.pdf PDF
2-A04 - Risk Assessment 0128.xlsx XLSX spreadsheet
4-A01B Exec of Offer 0126.pdf PDF
1-A06 PDAA.xlsx XLSX spreadsheet
5-S06 Pricing and Delivery Schedule 0725.pdf PDF
11-S04 Terms Conditions 0226.pdf PDF
14-01 RFP 745-26-P33 AI Governance and Monitoring Platform.pdf PDF
10-A07 - BAA.docx DOCX document
9-A01C Gen Quest 0226.pdf PDF
13-A01A General info 0922.pdf PDF
Show all 13

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Instructions

APPENDIX XXX
AI PLATFORM REQUIREMENTS
INSTRUCTION SHEET
In the next tab (AI Platform Requirements) you will find items that are listed describing needs and wants.

Your responsibility will to review each of the items listed and provide your company’s ability in Column D.

In Column D, there are three choices:

- Fully: Your company can meet ALL of this requirement.

- Partially: Your company can meet PART of this requirement

- Does Not: Your company can NOT meet this requirement

Column H: Provide justification for your scoring.

AI Platform Requirements Category Requirement Title Requirement Description Support Meet Requirement Factor Priority Meet Requirement Priority Justification Provide a justification for your scoring

Functional requirementsAI inventory and catalogProvides a centralized, discoverable registry of all AI use cases and AI services, like Software as a Service, with embedded AI that can support multiple use cases. Enables applications, agents and models within the organization.ERROR:#N/AHigh0
Functional requirementsAI inventory shadow usageDiscover shadow AI usage and provide ability to manage governance actions. Provide method for discovering shadow AI usage.ERROR:#N/AHigh0
Functional requirementsAutomated policy compliance and enforcement at runtimeProvides centralized, automated management and enforcement of AI-specific policies via multiple guardrails, including control validation for AI-specific risks, access controls, use case alignment and other enterprise policies and remediation advice. Include specifics on guardrails for HIPAA, FERPA, and IRB/research compliance.ERROR:#N/AHigh0
Functional requirementsData usage mappingCaptures data mapping used by various AI entities and tracks usage and misuse over time. Tracks the provenance of training data and interface with data governance platforms to include data lineage, classification, ownership and data observability. Include how you handle mixed datasets that contain both de-identified and identifiable data.ERROR:#N/AHigh0
Functional requirementsProduct usabilityProvides easily understood, friendly interfaces with intuitive designs to facilitate user engagement. Can you demonstrate role-based interfaces with auditing capabilities in self-service portals for submitting AI use cases, reviewing those and support accessibility standards?ERROR:#N/AHigh0
Functional requirementsRisk management and regulationsSupports AI features and risk cataloging applied to AI applications, models or use cases. Provides frameworks to classify, assess and mitigate AI-specific risks, including content libraries addressing unique regulations for AI and privacy frameworks.ERROR:#N/AHigh0
Functional requirementsAuditProvides comprehensive audit trails of actions taken in the platform and, where applicable, automatically logs all activities related to the AI life cycle. Must support federal audit requirements with tamper-evident logs and support retention period cleanup.ERROR:#N/AMedium0
Functional requirementsEvidence collectionOffers documentation for trust, risk and security assessments, testing and validation results (such as security, bias detection, model), risk and compliance remediation evidence.ERROR:#N/AMedium0
Functional requirementsInteroperabilityEnables different systems, devices, applications or agents to exchange and utilize information effectively. Includes the data and analytics governance platform, model observability tools, AI discovery tools and AI cybersecurity platforms.ERROR:#N/AMedium0
CategoryRequirement TitleRequirement DescriptionSupportMeet Requirement FactorPriorityMeet Requirement PriorityJustification

Provide a justification for your scoring

Functional requirementsWorkflow and approvalsAutomates routine governance tasks such as new AI use case model, application or agent approval by a governing body; risk and security assessments internal or external to the organization; approvals; testing procedures; and documentation generation. Describe how you can interact with ticketing applications like ServiceNow and TeamDynamix.ERROR:#N/AMedium0
Functional requirementsAI usage reportingEnables the generation of standardized documentation for AI models and use (e.g., model cards, datasheets, dashboards, reporting templates) for auditors and regulators.ERROR:#N/ALow0
Functional requirementsBusiness-friendly user experienceAllows targeted users to navigate and complete their tasks without consulting with product subject matter experts or technical staff.ERROR:#N/ALow0
Functional requirementsEase of implementationEnables users to quickly adopt a new instance of the tool to support AI governance activities without heavily customizing off-the-shelf templates/prebuilt workflows or changing the underlying data model. Supports how-to guides and easy plug-ins.ERROR:#N/ALow0
Functional requirementsObservabilityAllows model builders and owners to monitor, understand and diagnose the performance and behavior of AI models, applications and agents in production. Supports metrics and signals to ensure models function correctly and make accurate predictions.ERROR:#N/ALow0
Functional RequirementsAI Ethics and Bias FrameworkPlatform must provide tools and frameworks for assessing and mitigating bias, ensuring fairness, and supporting ethical AI use aligned with institutional values.ERROR:#N/AHigh0
Functional RequirementsStakeholder Collaboration and Governance Committee SupportPlatform must support multi-stakeholder governance processes including committee workflows, voting/approval tracking, minutes/documentation, and cross-functional collaboration.ERROR:#N/AMedium0
Technical requirementsData storageProvides required data storage capacity, file types and locations. Supports processes such as disaster recovery, rollbacks, extraction or eradication.ERROR:#N/AHigh0
Technical requirementsGranular authorization supportOffers granular authorization support to accommodate a wide range of business policies and rules that are closely tied to authorization policy management. Must provide integration with enterprise IdP (LDAP, Azure AD)ERROR:#N/AHigh0
CategoryRequirement TitleRequirement DescriptionSupportMeet Requirement FactorPriorityMeet Requirement PriorityJustification

Provide a justification for your scoring

Technical requirementsIntegrationIntegrates with all relevant applications, data sources and technologies. List common integrations and systems including. (DynaTrace, Solarwinds), ITSM (TeamDynamix, ServiceNoe), Identity, Network platforms (Cisco ACI), PeopleSoft, Oracle Fusion, EPIC, SalesForce, Banner. Provoide API list and webhook capability.ERROR:#N/AHigh0
Technical requirementsOAuth 2.0 supportEnables administrators to give applications and third-party services access to the vendor on their behalf. Permits establishment of standardized methods to limit access, handle consent, refresh and revoke individual application access. MFA enforcement.ERROR:#N/AHigh0
Technical requirementsPerformance managementProvides proactive alerts on system events. Enables logging and resolution reporting on all issues. Explain if alerts are real time.ERROR:#N/AHigh0
Technical requirementsBusiness function APIsSupports a business function API that provides REST or SOAP interfaces to crucial business capabilities of the solution. Provide full API / integration capabilities.ERROR:#N/AMedium0
Technical requirementsData sharingSends data to external systems such as large language models and uses insights from connected engines such as generative AI to deliver product functionality. Enables users to manage all aspects of data sharing, including full disablement.ERROR:#N/AHigh0
Technical requirementsNative application connectors for integration platformsProvides a rich set of native application connectors, instead of low-level protocol connectors. Supports wide-ranging integration requirements. Partners with integration-platform-as-a-service (iPaaS) and on-premises integration platform providers.ERROR:#N/AMedium0
Technical requirementsNetworkLeverages network technologies like software-defined wide area networks and over-the-top monitoring to ensure the optimal performance of the solution. Must work with Cisco ACI segmented architecture.ERROR:#N/AMedium0
Technical requirementsArchitecture diagrams for serviceProvide comprehensice architecture documentation that clearly illustrates how the platform is deployed, integrated, secured, and operated within the enterprise environment. Includes logical architecture diagram, physical deployment diagram, network design, external dependencies, security, HA/DR design topologyERROR:#N/AHigh0
Technical requirementsDeveloper tools and customizationAllows customization of the standard deployed solution with custom user interfaces, data tables, process components and business logic.ERROR:#N/ALow0
CategoryRequirement TitleRequirement DescriptionSupportMeet Requirement FactorPriorityMeet Requirement PriorityJustification

Provide a justification for your scoring

Technical requirementsGlobal deliverySupports off-the-shelf localization such as insights, language and currency support for required geographies.ERROR:#N/ALow0
Technical RequirementsHigh Availability and ResiliencyPlatform must delivery enterprise high availability with no single points of failure and documented RTO/RPO targets.Specify clustering design, failover bahavior (node, database, and network failure), automatic vs manaul failover, downtime requirements, multi-data center support, SaaS-specific data location/region information, and test recovery metrics. Include validated HA performance in production environment.ERROR:#N/AHigh0
Technical RequirementsExit StrategyThe platform must support full data access and export and documented exit process to prevent vendor lock-in. All data must be exportable in standard formats, and the vendor must define data retention, deletion timelines, and migration support upon contract termination.ERROR:#N/AHigh0
Technical RequirementsDeployment Model & InfrastructureProvide supported deployment models (SaaS, On-prem, hybrid), any propieetary hardware/sofwater dependencies, VMware & Cisco ACI network alignment confirmation. If Cloud based are you TX-RAMP certified (fill out appendix X)?ERROR:#N/AHigh0
Security requirementsAppropriate privacy policyProvides a publicly stated stance on privacy protections and data use that is compatible with the enterprise’s privacy principles and policies. Ensures the privacy policy can be compatible with the enterprise’s customers’ and partners’ privacy needs.ERROR:#N/AHigh0
Security requirementsData encrypted in transitEncrypts data or electronic communications in transit with standardized protocols such as transport layer security (TLS) or IPsec. Uses recent versions with no known vulnerabilities. Uses implementations with no known exploits.ERROR:#N/AHigh0
Security requirementsEmbedded security testing in release management processPerforms automated code scanning on all vendor-developed code. Has a documented secure software development life cycle process.ERROR:#N/AHigh0
Security requirementsEncrypt tenant data at restEncrypts data at rest (stored on disk or storage mediums). Provides detailed information on the encryption algorithms used, encryption key length and encryption key life cycle management practice, and who generates and possesses the encryption keys.ERROR:#N/AHigh0
Security requirementsIdentity and access managementSupports capabilities such as user authentication, password policy management, two-factor authorization, single sign on and role-based access.ERROR:#N/AHigh0
CategoryRequirement TitleRequirement DescriptionSupportMeet Requirement FactorPriorityMeet Requirement PriorityJustification

Provide a justification for your scoring

Security requirementsLogging of security-related eventsProvides logging for security-related events, and supports alerting for any suspicious activity when logs are accessed.ERROR:#N/AHigh0
Security requirementsPublished breach disclosure and remediation policyHas a documented Incident management and breach disclosure policy in place, that meets requirements for notification, assistance and remediation. Outlines whom the vendor will notify, how and when, and what processes the vendor will follow to protect enterprise data, customers and users.ERROR:#N/AHigh0
Security requirementsDisaster recovery and backupEnables processes such as disaster recovery, rollbacks and version control.ERROR:#N/AMedium0
Security requirementsIntrusion prevention and detection capabilitiesProvides documentation to the enterprise detailing the technologies and capabilities employed to deliver intrusion prevention and detection capabilities, as well as processes for dealing with incidents.ERROR:#N/AMedium0
Security requirementsPublished hiring practicesDelivers documentation of screening and hiring practices for the vendor's employees and any third parties that will have access to the enterprise’s data. Has an associated governance program in place, including security awareness trainings relevant to their job function.ERROR:#N/AMedium0
Security requirementsRegular penetration tests performed by specialistsEnables the enterprise to request, or provides the capability to run, penetration tests against the service, which validate that the solution is secure through receipt of sanitized evidence.ERROR:#N/AMedium0
Security requirementsCompliance and third party certificationHas a documented ISMS policy in place. Complies with relevant regulatory standards/frameworks or government certifications such as SOC 2, ISO 27001, NIST or FedRAMP and/or privacy standards like CCPA, GDPR.ERROR:#N/ALow0
Support and servicesCustomer supportDelivers required level of user and technical support, e.g., 24/7, multi-language and global support.ERROR:#N/AHigh0
Support and servicesImplementation timelineProvides implementation resources, including setup, testing and training, to meet the desired go-live date.ERROR:#N/AHigh0
CategoryRequirement TitleRequirement DescriptionSupportMeet Requirement FactorPriorityMeet Requirement PriorityJustification

Provide a justification for your scoring

Support and servicesImplementation, onboarding and setupProvides clear implementation plan and resourcing, including setup, testing and training, to meet the desired go-live date.ERROR:#N/AHigh0
Support and servicesSupport formatsAllows access to support across multiple formats including phone, email, chat and online knowledge base.ERROR:#N/AHigh0
Support and servicesDeployment modelPresents clear rollout options such as staggered, proof of concepts or end-to-end enterprise deployments.ERROR:#N/AMedium0
Support and servicesService levels SLASMeets relevant service level agreements related to system performance, concurrent users, uptime and issue resolution.ERROR:#N/AMedium0
Support and servicesTraining and educationSupports best-in-class training and assistance for users using online and offline mediums.ERROR:#N/AMedium0
Support and servicesServices resourcesAligns sufficient expertise via vendor or partners to deliver all implementation objectives.ERROR:#N/ALow0
Support and ServicesOngoing Innovation and Feature ReleasesVendor must provide regular feature updates, maintain transparency about release cadence, and offer early access or beta programs.ERROR:#N/ALow0
Vendor healthFinancial strengthVendor is in a strong financial position as measured by key metrics such as balance sheet strength and revenue growth rate.ERROR:#N/AHigh0
Vendor healthVendor fitVendor vision, culture, and team demonstrate that vendor will be a good partner.ERROR:#N/AHigh0
CategoryRequirement TitleRequirement DescriptionSupportMeet Requirement FactorPriorityMeet Requirement PriorityJustification

Provide a justification for your scoring

Vendor healthCustomer baseFocus, size, and fit of vendor's customer base shows ability to understand your needs, company and sector.ERROR:#N/AMedium0
Vendor healthUser ratingsOnline reviews rate vendor at level of 4.2 or higher (out of 5) and include insights where they excel or not.ERROR:#N/AMedium0
Vendor healthProduct strategy and roadmapOverall strategy and product roadmap aligns well with your future requirements.ERROR:#N/ALow0
Pricing and commercial termsLength of initial contract term and renewal mechanicsDefines initial contract term including, where applicable, implementation periods and billing start dates. Defines how renewals occur if automatic, notice periods and how terms, pricing or other contracted components such as functionality can change.ERROR:#N/AHigh0
Pricing and commercial termsLicense feesLicense pricing units (e.g. number of users, sessions or API calls), cost of each, and forecast annual and/or monthly volumes.ERROR:#N/AHigh0
Pricing and commercial termsImplementation costsCost to implement and deliver software into full production using either vendor or partner resources.ERROR:#N/AMedium0
Pricing and commercial termsTraining costsExpense to train and support current users for launch, provide their continuing education and onboard future new users.ERROR:#N/AMedium0
Pricing and commercial termsContract terms and conditionsProvides key terms such as price protection, termination clause, jurisdiction and limitation of liability.ERROR:#N/ALow0
Pricing and commercial termsService or maintenance feesSupports fees related to ongoing support services and maintenance, including tiers and precise deliverables.ERROR:#N/ALow0
Total Value0

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