Pangram verdict · v3.3
We believe that this document is a mix of AI-generated, AI-assisted, and human-written content
AI likelihood · overall
MixedArticle text · 1,340 words · 6 segments analyzed
Ramp RouterThe right model forevery request.We built Router to keep 100+ AI use cases at Ramp on the right model. It cut our LLM costs by 30% while making our features smarter and faster. Now we’re opening it up to everyone.01 / PROMPT“Extract line items from these invoices”Structured extraction / high volume02 / PROMPT“Classify this support ticket”Fast / lowest cost03 / PROMPT“Summarize this board deck”Long context04 / PROMPT“Review this contract for renewal risk”High accuracy05 / PROMPT“Explain this transaction anomaly”Complex reasoning06 / PROMPT“Generate SQL for this question”Technical accuracy07 / PROMPT“Debug this failed API request”Coding08 / PROMPT“Translate this customer document”Multilingual09 / PROMPT“Draft a personalized sales email”Tone and creativity10 / PROMPT“Moderate this user message”Low latency01 / PROMPT“Extract line items from these invoices”Structured extraction / high volume02 / PROMPT“Classify this support ticket”Fast / lowest cost03 / PROMPT“Summarize this board deck”Long context04 / PROMPT“Review this contract for renewal risk”High accuracy05 / PROMPT“Explain this transaction anomaly”Complex reasoning06 / PROMPT“Generate SQL for this question”Technical accuracy07 / PROMPT“Debug this failed API request”Coding08 / PROMPT“Translate this customer document”Multilingual09 / PROMPT“Draft a personalized sales email”Tone and creativity10 / PROMPT“Moderate this user message”Low latency01 / PROMPT“Extract line items from these invoices”Structured extraction / high volume02 / PROMPT“Classify this support ticket”Fast / lowest cost03 / PROMPT“Summarize this board deck”Long context04 / PROMPT“Review
this contract for renewal risk”High accuracy05 / PROMPT“Explain this transaction anomaly”Complex reasoning06 / PROMPT“Generate SQL for this question”Technical accuracy07 / PROMPT“Debug this failed API request”Coding08 / PROMPT“Translate this customer document”Multilingual09 / PROMPT“Draft a personalized sales email”Tone and creativity10 / PROMPT“Moderate this user message”Low latencyThinkingGemini 3 FlashM24Preview experimentation with fast agentic and multimodal workflows.Selected routeClaude Haiku 4.5M20Lightweight Anthropic workloads where speed and vendor consistency matter.EvaluatedClaude Sonnet 5M09Everyday agentic coding with a balance of capability and cost.EvaluatedGemini 3.5 FlashM22Fast agentic, coding and long-context workflows at production scale.EvaluatedClaude Opus 4.8M07Focused complex fixes that need frontier quality with faster execution.EvaluatedGrok 4.5M01Strong coding quality at reasonable cost when latency is less important.EvaluatedClaude Opus 4.6M08A proven general-purpose option for difficult coding work.EvaluatedClaude Fable 5M05The hardest, highest-value tasks where success matters more than cost or speed.EvaluatedGemini 3.1 ProM15Complex, long-context or multimodal tasks within the Google ecosystem.EvaluatedGemini 3.1 Flash LiteM23Simple, high-volume tasks optimized for speed and minimal cost.EvaluatedGemini 3 FlashM24Preview experimentation with fast agentic and multimodal workflows.Selected routeClaude Haiku 4.5M20Lightweight Anthropic workloads where speed and vendor consistency matter.EvaluatedClaude Sonnet 5M09Everyday agentic coding with a balance of capability and cost.EvaluatedGemini 3.5 FlashM22Fast agentic, coding and long-context workflows at production scale.EvaluatedClaude Opus 4.8M07Focused complex fixes that need frontier quality with faster execution.EvaluatedGrok 4.5M01Strong coding quality at reasonable cost when latency is less important.
EvaluatedClaude Opus 4.6M08A proven general-purpose option for difficult coding work.EvaluatedClaude Fable 5M05The hardest, highest-value tasks where success matters more than cost or speed.EvaluatedGemini 3.1 ProM15Complex, long-context or multimodal tasks within the Google ecosystem.EvaluatedGemini 3.1 Flash LiteM23Simple, high-volume tasks optimized for speed and minimal cost.EvaluatedGemini 3 FlashM24Preview experimentation with fast agentic and multimodal workflows.Selected routeClaude Haiku 4.5M20Lightweight Anthropic workloads where speed and vendor consistency matter.EvaluatedClaude Sonnet 5M09Everyday agentic coding with a balance of capability and cost.EvaluatedGemini 3.5 FlashM22Fast agentic, coding and long-context workflows at production scale.EvaluatedClaude Opus 4.8M07Focused complex fixes that need frontier quality with faster execution.EvaluatedGrok 4.5M01Strong coding quality at reasonable cost when latency is less important.EvaluatedClaude Opus 4.6M08A proven general-purpose option for difficult coding work.EvaluatedClaude Fable 5M05The hardest, highest-value tasks where success matters more than cost or speed.EvaluatedGemini 3.1 ProM15Complex, long-context or multimodal tasks within the Google ecosystem.EvaluatedGemini 3.1 Flash LiteM23Simple, high-volume tasks optimized for speed and minimal cost.Evaluated01 / PROMPT“Extract line items from these invoices”Structured extraction / high volume02 / PROMPT“Classify this support ticket”Fast / lowest cost03 / PROMPT“Summarize this board deck”Long context04 / PROMPT“Review this contract for renewal risk”High accuracy05 / PROMPT“Explain this transaction anomaly”Complex reasoning06 / PROMPT“Generate SQL for this question”Technical accuracy07 / PROMPT“Debug this failed API request”Coding08 / PROMPT“Translate this customer document”Multilingual09
/ PROMPT“Draft a personalized sales email”Tone and creativity10 / PROMPT“Moderate this user message”Low latency01 / PROMPT“Extract line items from these invoices”Structured extraction / high volume02 / PROMPT“Classify this support ticket”Fast / lowest cost03 / PROMPT“Summarize this board deck”Long context04 / PROMPT“Review this contract for renewal risk”High accuracy05 / PROMPT“Explain this transaction anomaly”Complex reasoning06 / PROMPT“Generate SQL for this question”Technical accuracy07 / PROMPT“Debug this failed API request”Coding08 / PROMPT“Translate this customer document”Multilingual09 / PROMPT“Draft a personalized sales email”Tone and creativity10 / PROMPT“Moderate this user message”Low latency01 / PROMPT“Extract line items from these invoices”Structured extraction / high volume02 / PROMPT“Classify this support ticket”Fast / lowest cost03 / PROMPT“Summarize this board deck”Long context04 / PROMPT“Review this contract for renewal risk”High accuracy05 / PROMPT“Explain this transaction anomaly”Complex reasoning06 / PROMPT“Generate SQL for this question”Technical accuracy07 / PROMPT“Debug this failed API request”Coding08 / PROMPT“Translate this customer document”Multilingual09 / PROMPT“Draft a personalized sales email”Tone and creativity10 / PROMPT“Moderate this user message”Low latencyThinkingM24 / GoogleGemini 3 FlashSelected routeM20 / AnthropicClaude Haiku 4.5Lightweight Anthropic workloads where speed and vendor consistency matter.M09 / AnthropicClaude Sonnet 5Everyday agentic coding with a balance of capability and cost.M22 / GoogleGemini 3.5 FlashFast agentic, coding and long-context workflows at production scale.M07 / AnthropicClaude Opus 4.8Focused complex fixes that need frontier quality with faster execution.M01 / xAIGrok 4.5Strong coding quality at reasonable cost when latency is less important.
M08 / AnthropicClaude Opus 4.6A proven general-purpose option for difficult coding work.M05 / AnthropicClaude Fable 5The hardest, highest-value tasks where success matters more than cost or speed.M15 / GoogleGemini 3.1 ProComplex, long-context or multimodal tasks within the Google ecosystem.M23 / GoogleGemini 3.1 Flash LiteSimple, high-volume tasks optimized for speed and minimal cost.M24 / GoogleGemini 3 FlashSelected routeM20 / AnthropicClaude Haiku 4.5Lightweight Anthropic workloads where speed and vendor consistency matter.M09 / AnthropicClaude Sonnet 5Everyday agentic coding with a balance of capability and cost.M22 / GoogleGemini 3.5 FlashFast agentic, coding and long-context workflows at production scale.M07 / AnthropicClaude Opus 4.8Focused complex fixes that need frontier quality with faster execution.M01 / xAIGrok 4.5Strong coding quality at reasonable cost when latency is less important.M08 / AnthropicClaude Opus 4.6A proven general-purpose option for difficult coding work.M05 / AnthropicClaude Fable 5The hardest, highest-value tasks where success matters more than cost or speed.M15 / GoogleGemini 3.1 ProComplex, long-context or multimodal tasks within the Google ecosystem.M23 / GoogleGemini 3.1 Flash LiteSimple, high-volume tasks optimized for speed and minimal cost.M24 / GoogleGemini 3 FlashSelected routeM20 / AnthropicClaude Haiku 4.5Lightweight Anthropic workloads where speed and vendor consistency matter.M09 / AnthropicClaude Sonnet 5Everyday agentic coding with a balance of capability and cost.M22 / GoogleGemini 3.5 FlashFast agentic, coding and long-context workflows at production scale.M07 / AnthropicClaude Opus 4.8Focused complex fixes that need frontier quality with faster execution.M01 / xAIGrok 4.5Strong coding quality at reasonable cost when latency is less important.M08 / AnthropicClaude Opus 4.6A proven general-purpose option for difficult coding work.
M05 / AnthropicClaude Fable 5The hardest, highest-value tasks where success matters more than cost or speed.M15 / GoogleGemini 3.1 ProComplex, long-context or multimodal tasks within the Google ecosystem.M23 / GoogleGemini 3.1 Flash LiteSimple, high-volume tasks optimized for speed and minimal cost.Production volume2.75T+Tokens routed monthlyCost reduction~30%at 30 ms added latencyRouting reliability99.999%successful routesRouting is just the start.Router chooses the right model for the job, then applies 100+ optimizations to get it done for less.Pay for what the job needs. Nothing more.Every week, the price-intelligence-latency frontier shifts. Router tests each new model on real work, then automatically sends every request to the lowest-cost model that clears its quality bar.Explore the full benchmarkImplement in a few lines of codeOne endpoint gives you leading closed and open models. Router handles routing, fallbacks, and provider updates so you benefit from new models without rewriting your application.$terminalcurlcurl https://router.ramp.com/v1/responses \ -H "Authorization: Bearer rk_live_8f3a2c91e7b04d6a" \ -H "Content-Type: application/json" \ -d '{ "model": "gpt-4o-mini", "input": "Hello from Router" }' “At Ramp, Router cut our LLM costs by 30% while making our features smarter and faster.”Rahul SengottuveluCTO, RampEvery trick, out-of-the-box.Router handles caching, compaction, semantic attribution and 100+ optimizations on every request to make it faster and cheaper.See who spent what, where.Attribute every request by model, product, team, and project with Ramp Token Spend Management.Explore Token Spend ManagementInsightsAI token spendOverviewBriefingAPI keysPeopleTotal spend$106K →32%Price per million tokens$9.51 →17%Peak dayLast 30 daysJune 1 →82%Total spend over time30 days ·