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Introducing Span-02

The AI router with built-in
observability & automated evals

Route every model through one API, then trace, monitor, and red-team every agent run.

Latest models with the best deals

All models

001Gateway

Reach every model, and stay up.

Point the SDK you already use at one endpoint to reach 1,000+ models, with automatic fallbacks, response caching, and spend limits built in.

One API for every model

Send every request to one endpoint, reach 1,000+ models across every major provider, and switch between them by changing a single word.

99.99%with fallbacks
96.43%single provider
Respan with fallbacks100%Single provider66%
100500
15:0018:0021:0000:0003:0006:00

One model fails, the next takes over

List the models to fall back to, and Respan moves to the next the moment one errors or rate-limits, so an outage never takes you down.

Cache hits128,402
Cost saved$412.90
Tokens saved8.2M
Last usedExpiryHit countCache
4s ago28d1,872summarize the invoice into three bullet points
18s ago27d3,214classify this support ticket by intent
41s ago25d2,905extract the line items and totals as JSON
2m ago24d1,530translate this reply into Spanish
5m ago22d1,204draft a reply to the refund request

Repeat requests served from cache

Cache a request and its response, then serve the same call again instantly, cutting the cost and latency of every repeat to nothing.

$3,000$0$5,000

Budgets and limits at every scope

Set budgets and rate limits per key, per customer, or org-wide, get warned as you near them, and block requests before spend runs away.

002Evals

Ship the version that scores best.

Score every output against the bar you set, so you know it holds up on a test set and in production, instead of just hoping it does.

Every way to grade an output, in one evaluator

An LLM judge, a deterministic code check, or a human reviewer, composed into one evaluator that turns any output into a single score.

Production traffic

Sampling 2% of 12,480 requests

support_replies· 240 rows
{ "ques": "refund the duplicate charge" }Refund issued to card ending 4242
{ "ques": "cancel my subscription" }Downgraded to the Free plan
{ "ques": "where's my order #4021?" }Shipped Monday, arriving Tuesday

Test cases sampled straight from production

Pull real requests from your logs by filter and sampling rate, or upload a CSV, so every case is one your users actually sent.

support_agent· d7b2e94

See which version scores better, before you ship

Run a model or prompt against the dataset, then compare their score distributions side by side, so you ship the change that measurably wins.

Faithfulness

Scoring 5% of production spans

SpanInputScoreCost
support_agenttrack my package status0.95$0.0004
draft_replychange my delivery address0.63$0.0005
classify_intentis the invoice tax included0.91$0.0003
retrieve_docshow do I reset my password0.88$0.0006
draft_replyi was double charged this month0.58$0.0005
support_agentupdate my payment method0.94$0.0004
draft_replywhy was I charged twice0.61$0.0006
classify_intentcancel my subscription today0.92$0.0003
support_agentapply my discount code0.93$0.0003
summarize_threadthe agent never resolved my issue0.55$0.0007
retrieve_docswhere is my refund0.86$0.0007
draft_replythis is the third time asking0.66$0.0005

The same evaluator, now scoring live traffic

Deploy an evaluator on production spans, filtered by status, customer, or thread and sampled to control cost, so regressions surface in real time.

003Monitoring

Know the moment things change.

Track requests, errors, cost, latency, and tokens on one dashboard, and get alerted the moment any of them crosses a threshold you set.

Error rate
10:53:42Error rate 3.4%
10:35:12Error rate 4.9%
10:30:04Error rate 7.2%
10:25:41Error rate 4.6%
10:20:18Error rate 3.4%
10:15:07Error rate 4.1%

An alert the instant a metric crosses its limit

Watch cost, errors, latency, or tokens over any window, and the alert reaches Slack, email, or a webhook the moment it breaches.

Requests128,402+4.2%
Error rate0.38%-0.1%
Cost$412.90+2.6%
Tokens48.2M+3.1%
Top models by requests24h
gpt-4o-mini52,109
claude-sonnet41,050
others12,943

Every metric on one dashboard

Requests, errors, cost, latency, and tokens across all your traffic, sliced by model, key, or user, so a spike is easy to spot.

004Tracing

See exactly what your agents did.

Every LLM call, tool run, retrieval, and agent turn becomes a span in one trace, with its input, output, latency, and cost captured.

support_agent· 583eb39
0s1s2s
support_agent.workflow2.14s
load_context.embedding0.26s
classify_intent.chat0.24s
plan_steps.generation0.62s
rank_tools.task0.20s
fetch_docs.embedding0.30s
draft_reply.generation0.74s
validate_output.task0.50s

Every step of a request, in one trace

LLM calls, tool runs, retrievals, and agent turns each become a span in one trace, showing exactly where a run's time and cost go.

draft_reply.generation· a1e77c2
Latency0.74sCost$0.0119Tokens2,754
Input1,412w · 9,240c
{
  "model": "claude-opus-4-8",
  "temperature": 0.2,
  "max_tokens": 1024,
  "messages": [
    { "role": "system", "content": "You are a support agent. Answer only from the retrieved context." },
    { "role": "user", "content": "Why was I charged twice this month?" },
    { "role": "assistant", "content": "Let me check your recent invoices and payment retries." }
  ]
}

Any span, down to the last field

Model, latency, cost, tokens, and the exact input and output sit on every span, showing precisely what each step ran and returned.

The AI observability platform behind 80 trillion+ tokens.

Loved by world-class founders, engineers, and product teams.

“Imagine jumping to a log immediately after every LLM call. This is the dream for debugging.”

Daniel Wolf

Product Lead, AlphaSense

“We scaled from 5M to 500M+ monthly API calls quickly. Respan gave us the debugging layer to resolve production issues 10x faster.”

Zexia Zhang

CTO, Retell AI

“Respan legit has some of the best UX/DX I’ve ever seen in my life. I truly don’t think I’ve ever integrated a product that was as easy.”

Rahul Behal

Co-founder, Gumloop

“This one felt pretty nice.”

Fabian Hedin

CTO, Lovable

“Such a no brainer choice over LangSmith or anything else and super easy to set up.”

Andy Wang

CEO, Finta

“Respan has been key in helping us scale to trillions of tokens reliably with real-time observability.”

Deshraj Yadav

CTO, Mem0

“Great product - really love the metrics dashboard.”

Esha Dinne

CTO, Giga

Certified where it counts.

Built to meet the security and privacy standards that enterprise and healthcare teams require.

ISO 27001

The internationally recognized standard for information security management.

SOC 2

Secure, compliant management of your data across all of our systems.

GDPR

Operated under GDPR, the world's strictest standard for data privacy.

HIPAA

HIPAA compliant, with a BAA available for healthcare teams.

Works with your entire stack

Use Respan with your favorite frameworks and tools.

AnthropicAI21 LabsxAIVercel AI SDK
LangChainOpenRouterAssemblyAICursor
LiteLLMGroqBasetenMem0
CohereCogneeLlamaIndexFireworks
DeepSeekLinkupHaystackTogether AI
PerplexityInference.netPostHogRubyLLM
SlackMastraAzure OpenAIMistral
AWS BedrockMoonshotHyperspellBAML
ModaInstructorGoogle GeminiParasail
ReductoZapierAgnoNebius
OpenAINovita AIReplicateSuperagent

Built for AI agents.
Break less.
Ship more.