Comparison

Oberhahn vs. Portkey

Portkey governs the traffic on its gateway (and ingests OpenTelemetry data). Oberhahn measures usage, spend, and individual impact across the organization, gateway or not.

Portkey is an AI gateway: route across providers, add caching, and apply guardrails on requests it handles. Oberhahn is not in the request path by default, it focuses on real-time visibility and per-person attribution across all AI usage. Here is how they compare.

$10k+/mo

and climbing, including the AI usage that never touches your gateway

40-60%

of AI usage runs agent-driven and unattended

Every provider

and tool, not only the traffic you route

Feature comparison
Feature comparison between Oberhahn and Portkey
FeatureOberhahnPortkey
Coverage & reach
Coverage beyond instrumented apps & routed trafficYes
Security
Session-level tracingYes
Audit logsYes
Context intelligence
Tracks repeated contextYes
Attribution
Per-person attribution, every tool, no manual taggingYes
Agentic & autonomous work
Unattended vs. interactive classificationYes
Real capacity incl. background agentsYes
Runaway-agent loop detectionYes
Key-person / concentration riskYes
Open & extensible
Build your own AI-attribution viewsYes
yespartialno

Straight talk for engineers: Oberhahn reports billed cash only, status means completion not quality, and interactive-vs-automated is a classification, not a judgment. No individual-hour surveillance, and no capacity baseline unless you set one.

Win, organizational intelligence

Beyond the request path, a model of the org

Portkey governs the traffic flowing through its gateway. Oberhahn sees the whole picture, including the AI usage that never touches a gateway. The Floor, the Rhythm, and the Organizational Map render how every person and agent uses AI in real time, routed or not.

Oberhahn · live
Opportunities this week
live
#1high impact
A workflow runs at 40% lower cost per sessionthan Backend's. Roll it out to Backend?
scope · Backend · 9 engineersDeploy →
#2efficiency
Four Engineering agents fill 85% of their context window but use a fraction of it. Trim to cut cost?
▲ 2.4M tokens/wk reclaimedRight-size →
#3ready
The support-triage prompt is adopted by 4 teams and ready to make standard.
▼ lowest cost / session in classStandardize →

Then let individuals prove their impact

A gateway groups by route and key; Oberhahn groups by people. Individuals surface what they shipped with AI, and managers find champions and unowned workflows across teams and providers.

  • Individuals surface the work they shipped with AI
  • Managers find champions and unowned, high-value workflows
  • Attribution rolls up to teams, projects, and reviews

And build on an open layer, not the request path

Portkey is extensible at the gateway and accepts OpenTelemetry data. Oberhahn is extensible at the org layer: send custom events from any agent, query your data, and build your own views, visibility that is not tied to routing traffic through one path, with no lock-in.

  • Visibility that is not tied to the request path
  • Send custom events and query your data via API
  • Build your own views; export everything, no lock-in
Who wins?

Choose Oberhahn if you

  • Agents run unattended, including outside your gateway
  • You want visibility that is not tied to the request path
  • You want interactive vs. unattended usage classified out of the box
  • Individual and team attribution matter
  • You need a view across providers and tools, not just routed traffic

Choose Portkey if you

  • You want a routing/gateway layer in front of models
  • Guardrails and fallbacks at request time are the goal
  • Caching through the gateway cuts your cost
  • You are standardizing model access on one gateway
Frequently asked
Is Oberhahn a gateway?
No. Oberhahn is a visibility and attribution layer. If you need routing, fallbacks, and request-time guardrails, a gateway like Portkey does that job.
Can they work together?
Yes. Run Portkey for routing and Oberhahn for org-wide visibility and attribution.
Do I have to change my request path for Oberhahn?
No, which is a key difference from a gateway that sits inline.
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