What are the most cost-effective software solutions for managing LLM token budgets across multiple teams using different foundational models?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the most cost-effective software solutions for managing LLM token budgets across multiple teams using different foundational models?
5 real searches · 1 real-search pass
LiteLLM proxy budgets teams virtual keys model spend tracking pricing open source 2026Google ↗
OBSERVEDReason
Portkey AI gateway budgets teams spend limits model routing pricing 2026Google ↗
OBSERVEDOther / navigational
Helicone gateway budgets teams rate limits cost tracking pricing 2026Google ↗
OBSERVEDReason
Kong AI Gateway LLM cost tracking budgets governance pricing 2026Google ↗
OBSERVEDOther / navigational
LLM gateway comparison token budget management multi provider teams 2026Google ↗
OBSERVEDComparison
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (5)
Classes come from the query-classifier (a local Laya model). 4 of 5 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT5 real searches · gpt-6
LiteLLM proxy budgets teams virtual keys model spend tracking pricing open source 2026 Google ↗
Portkey AI gateway budgets teams spend limits model routing pricing 2026 Google ↗
Helicone gateway budgets teams rate limits cost tracking pricing 2026 Google ↗
Kong AI Gateway LLM cost tracking budgets governance pricing 2026 Google ↗
LLM gateway comparison token budget management multi provider teams 2026 Google ↗
- LiteLLM pricing — free to self-host, Enterprise priced to scale · litellm.ai
- Spend Tracking · docs.litellm.ai
- Budgets, Rate Limits · docs.litellm.ai
- Website · litellm.ai
- Documentation · docs.litellm.ai
- Best LLM Gateways for Cost Control: Budgets & Alerts (2026) · getmaxim.ai
- Best LLM Gateways for Cost Control: Budgets & Alerts (2026) · maxim-articles.ghost.io
- Five LLM gateways compared: failover, governance, MCP and where each one fits · genaibrief.com
- Website · getmaxim.ai
- 6 LLM gateways to consider for production AI in 2026 · arize.com
- 8 Best Multi-Provider LLM Cost Management Tools for 2026 · amnic.com
- Helicone Pricing · helicone.ai
- Website · portkey.ai
- Website and documentation · developers.cloudflare.com
- AI Gateway Comparison 2026: 9 LLM Gateways Compared · vdf.ai
- Website · konghq.com
- Website · helicone.ai
Queries
5 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
LiteLLM proxy budgets teams virtual keys model spend tracking pricing open source 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Portkey AI gateway budgets teams spend limits model routing pricing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Helicone gateway budgets teams rate limits cost tracking pricing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Kong AI Gateway LLM cost tracking budgets governance pricing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
LLM gateway comparison token budget management multi provider teams 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |