Helicone vs Portkey
Helicone and Portkey score alike on the AgentReady. They differ on 7 of the 41 signals. Which ones decides whether an agent can adopt them without a person watching.
What each one is
Helicone. Helicone is an AI observability platform that helps developers build reliable AI apps by routing, debugging, and analyzing their applications.
Portkey. Portkey is a comprehensive platform designed to streamline and enhance AI integration for developers and organizations.
Where Helicone is ahead
Helicone passes llms-full.txt / full agent docs, and Portkey does not. That is discover, whether an agent can find the product at all without being told it exists.
It also holds operate: structured, predictable output and agent compatibility verified. Portkey misses those.
Where Portkey is ahead
Portkey passes clear canonical domain, and Helicone does not. That is discover, whether an agent can find the product at all without being told it exists.
It also holds adopt: no mandatory sales call, agent-compatible signup flow and cli available. Helicone misses those.
What neither does
Both fail structured api reference, openapi / spec quality, request examples provided, response examples provided, errors and status codes documented, programmatic credential creation, fast time to first request, copyable quickstart, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable. If your agent needs any of those, you will be building it yourself either way.
Score, pillar by pillar
The AgentReady splits into four pillars, scored separately, because a product can be easy to find and still impossible to adopt.
Discover. Both sit at 93/100 here. Helicone misses clear canonical domain; Portkey misses llms-full.txt / full agent docs.
Understand. Both sit at 38/100 here. Helicone misses structured api reference, openapi / spec quality, request examples provided, response examples provided, errors and status codes documented; Portkey misses structured api reference, openapi / spec quality, request examples provided, response examples provided, errors and status codes documented.
Adopt. Portkey leads 80 to 55. Helicone misses no mandatory sales call, agent-compatible signup flow, programmatic credential creation, fast time to first request, copyable quickstart, cli available; Portkey misses programmatic credential creation, fast time to first request, copyable quickstart.
Operate is whether an agent can run against it in production and recover when a call fails. Helicone leads 65 to 39. Helicone misses machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable; Portkey misses structured, predictable output, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable, agent compatibility verified.
Pricing
Helicone starts at $79/mo and has a free tier. Portkey starts at $0/mo and has a free tier.
| Helicone plans | Portkey plans |
|---|---|
| Hobby Free | Free $0/mo |
| Pro $79/mo | - |
| Team $799/mo | - |
| Enterprise Contact us | - |
Signal by signal
| Signal | Helicone | Portkey |
|---|---|---|
| AgentReady | 63 | 63 |
| Discovery | 93 | 93 |
| Understanding | 38 | 38 |
| Adoption | 55 | 80 |
| Operability | 65 | 39 |
| Public API | Yes | Yes |
| MCP server | Yes | Yes |
| OpenAPI spec | Unknown | Unknown |
| CLI | Unknown | Yes |
| llms.txt | Yes | Yes |
| Self-serve signup | Yes | Yes |
| Free tier | Yes | Yes |
Which to pick
Portkey clears more of the signals an agent needs, so it is the safer default for unattended use. Full profiles: Helicone and Portkey. Alternatives to each: Helicone, Portkey.
An agent can fetch this as data: POST /v1/compare {"slugs": ["helicone", "portkey"]}