vendor · observability
Confident AI vs Portkey
49 fields both were evaluated on, 26 of them different — including where one discloses something the other does not. Every value links to the document it came from. 23 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Confident AI | Portkey |
|---|---|---|
| Audit trail· | “Trace every LLM call, analyze tool calls, and track agent performance in real time. Inspect every trace”www.confident-ai.com · checked Aug 1, 2026 | |
| Explainability· | “Inspect every trace Alert on degradation Latency & cost tracking”www.confident-ai.com · checked Aug 1, 2026 | “detailed observability features that give deep insights into traces, errors, and caching”portkey.ai · checked Aug 5, 2026 |
| Runtime governance· | “Git-based prompt versioning Manage prompts with a git-based branching workflow synced to your codebase. Teams can work in parallel, enforce merge permissions, and gate merges with eval results.”www.confident-ai.com · checked Aug 1, 2026 | “Set budget limits and optimize resource allocation to reduce AI expenses.”portkey.ai · checked Aug 5, 2026 |
| Permission scopes· | “RBAC AND DATA MASKING Our flexible infrastructure allows data separation between projects, custom permissions control, and masking for LLM traces.”www.confident-ai.com · checked Aug 1, 2026 Not in our latest capture. We captured this page again on Sep 16, 2026 and this quote was not there. How we re-check citations | |
| Compliance certifications· | “HIPAA, SOCII COMPLIANT”www.confident-ai.com · checked Aug 1, 2026 Not in our latest capture. We captured this page again on Sep 16, 2026 and this quote was not there. How we re-check citations | |
| SLA terms· | “99.9% UPTIME SLA We offer enterprise-level guarantees for our services to ensure mission critical workflows are always accessible.”www.confident-ai.com · checked Aug 1, 2026 Not in our latest capture. We captured this page again on Sep 16, 2026 and this quote was not there. How we re-check citations | “0.999% uptime We maintain strict SLAs to keep your apps running without interruption.”portkey.ai · checked Aug 5, 2026 |
| Evaluation coverage· | no public information portkey.ai · checked Aug 5, 2026 | |
| Service type· | Enterprise AI Evaluation & Observability Platform “Confident AI: Enterprise AI Evaluation & Observability Platform”www.confident-ai.com · checked Aug 1, 2026 | comprehensive platform designed to streamline and enhance AI integration for developers and organizations “Portkey is a comprehensive platform designed to streamline and enhance AI integration for developers and organizations”portkey.ai · checked Aug 5, 2026 |
| Client types· | 500+ LEADING AI COMPANIES “TRUSTED BY 500+ LEADING AI COMPANIES”www.confident-ai.com · checked Aug 1, 2026 |
Safety
| Field | Confident AI | Portkey |
|---|---|---|
| Safety evaluations· | “AI risk assessments In a regulated industry? Confident AI centralizes red teaming workflows so you catch risks before users do, with PDF ready assessment reports you can share with stakeholders.”www.confident-ai.com · checked Aug 1, 2026 | no public information portkey.ai · checked Aug 5, 2026 |
| Red teaming· | no public information portkey.ai · checked Aug 5, 2026 | |
| Data handling· | “All data is encrypted in transit and at rest, and we never use your data to train models.”www.confident-ai.com · checked Aug 1, 2026 | “Portkey automatically redacts sensitive data from your requests before they are sent to the LLM”portkey.ai · checked Aug 5, 2026 |
Practicality
| Field | Confident AI | Portkey |
|---|---|---|
| Pricing model· | no public information www.confident-ai.com · checked Aug 1, 2026 | |
| Price point· | no public information www.confident-ai.com · checked Aug 1, 2026 | |
| Availability· | ||
| Deployment options· | fully self-hosted deployment option alongside the managed cloud. You can run the entire platform in your own VPC or on-prem infrastructure “Yes. Confident AI offers a fully self-hosted deployment option alongside the managed cloud. You can run the entire platform in your own VPC or on-prem infrastructure, keeping all data within your network.”www.confident-ai.com · checked Aug 1, 2026 | hybrid, the gateway in our network with the control plane SaaS. “we're running it hybrid, the gateway in our network with the control plane SaaS.”portkey.ai · checked Aug 5, 2026 |
| Integrations· | OpenAI, LangGraph, Opentelemetry “SDKs in Python, Typescript; 20+ integrations, including OpenAI, LangGraph, Opentelemetry, and tons of more LLM gateways.”www.confident-ai.com · checked Aug 1, 2026 | Microsoft Azure, MongoDB, Github, Docker, Auth0, Figma, Cloudflare “Microsoft Azure Build • Deploy • Manage MongoDB Store • Query • Scale Github Code • Collaborate • Ship Docker Build • Ship • Run Auth0 Authenticate • Protect Figma Design • Create Cloudflare Secure • Accelerate • Deliver”portkey.ai · checked Aug 5, 2026 |
| Supported regions· | United States of America (North Carolina) or the European Union (Frankfurt) “MULTI-DATA RESIDENCY Store and process data in the United States of America (North Carolina) or the European Union (Frankfurt).”www.confident-ai.com · checked Aug 1, 2026 Not in our latest capture. We captured this page again on Sep 16, 2026 and this quote was not there. How we re-check citations | no public information portkey.ai · checked Aug 5, 2026 |
| Support model· | “99.9% UPTIME SLA We offer enterprise-level guarantees for our services to ensure mission critical workflows are always accessible.”www.confident-ai.com · checked Aug 1, 2026 Not in our latest capture. We captured this page again on Sep 16, 2026 and this quote was not there. How we re-check citations | “excellent, dedicated support even during the proof of concept phase”portkey.ai · checked Aug 5, 2026 |
Ecosystem
| Field | Confident AI | Portkey |
|---|---|---|
| Protocols supported· | no public information www.confident-ai.com · checked Aug 1, 2026 | MCP “Portkey’s MCP Gateway centralizes authentication, access, and observability of MCP servers”portkey.ai · checked Aug 5, 2026 |
| API access· | APIs for the entire pipeline. Every part of Confident AI is exposed as an API. “AUTOMATIONS APIs for the entire pipeline. Every part of Confident AI is exposed as an API.”www.confident-ai.com · checked Aug 1, 2026 | |
| Open source· | no public information www.confident-ai.com · checked Aug 1, 2026 | open-sourced the dataset we use internally to keep pricing accurate across providers. “We have open-sourced the dataset we use internally to keep pricing accurate across providers.”portkey.ai · checked Aug 5, 2026 |
Impact
| Field | Confident AI | Portkey |
|---|---|---|
| User base· | 500+ LEADING AI COMPANIES “TRUSTED BY 500+ LEADING AI COMPANIES”www.confident-ai.com · checked Aug 1, 2026 | |
| Deployment scale· | 500+ LEADING AI COMPANIES “TRUSTED BY 500+ LEADING AI COMPANIES”www.confident-ai.com · checked Aug 1, 2026 | |
| Target sectors· | industries where a perfectly functional AI is not good enough. “Purpose built for industries where a perfectly functional AI is not good enough.”www.confident-ai.com · checked Aug 1, 2026 | |
| High-risk domains· | healthcare, insurance, and financial industries. “HIPAA, SOCII COMPLIANT Our compliance standards meets the requirements of even the most regulated healthcare, insurance, and financial industries.”www.confident-ai.com · checked Aug 1, 2026 Not in our latest capture. We captured this page again on Sep 16, 2026 and this quote was not there. How we re-check citations |
Disclosed by neither
Both Confident AI and Portkey publish nothing on these 23 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 23 identical table rows. Each is shown with its source check on the individual profiles.
- Documented incidents
- Market recognition
- Marketplace presence
- Safety policy
- Usage restrictions
- Model or system card
- Incident reporting
- Third-party evaluations
- Insurance available
- Own liability cover
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Regulatory alignment
- Outcome-based pricing
- Settlement mechanism
- Asset custody
- Dispute process
- Self-reported performance
- Regulatory status
- Underwriting backing
Questions
- How do Confident AI and Portkey compare on user base?
- Confident AI: 500+ LEADING AI COMPANIES. Portkey: 3000+ GenAI teams.
- How do Confident AI and Portkey compare on target sectors?
- Confident AI: industries where a perfectly functional AI is not good enough.. Portkey: Fortune 500s & Startups.
- How do Confident AI and Portkey compare on deployment options?
- Confident AI: fully self-hosted deployment option alongside the managed cloud. You can run the entire platform in your own VPC or on-prem infrastructure. Portkey: hybrid, the gateway in our network with the control plane SaaS..
- How do Confident AI and Portkey compare on integrations?
- Confident AI: OpenAI, LangGraph, Opentelemetry. Portkey: Microsoft Azure, MongoDB, Github, Docker, Auth0, Figma, Cloudflare.
- How do Confident AI and Portkey compare on supported regions?
- Confident AI: United States of America (North Carolina) or the European Union (Frankfurt). Portkey: no public information disclosed.
- How do Confident AI and Portkey compare on protocols supported?
- Confident AI: no public information disclosed. Portkey: MCP.