Set the procurement brief
Set the model family, approved sources, all-in budget, SLA, throughput, commercial terms, and fallback requirements.
Buy the right AI
without managing every provider.
Set the model, source, all-in price, SLA, capacity, and fallback requirements. The AI Procurement Agent compares eligible options and prepares one approved path.
Requirements
Qualified supply
Commercial comparison
Approved path
AI PROCUREMENT AGENT
Set the brief. Compare the supply. Approve one path.
Set the model family, source, all-in price, SLA, throughput, commercial, and fallback requirements. QuotaFlow finds eligible supply, compares the trade-offs, and gives your team one purchase path to approve.
Verify eligible supply
Check direct, cloud, contract, and qualified partner routes against the requirements before comparing offers.
Compare the commercial path
Make price, availability, capacity, latency, and terms comparable on like-for-like purchase paths.
Approve one route
Keep the brief and comparison evidence attached to one approved path, with eligible alternatives visible.
Different offers. One approved purchase path.
See each requirement move from a current purchase route to an eligible option with the trade-offs made explicit.
Before · current purchase routeAfter · eligible purchase path
Model family
Claude Sonnet
Claude SonnetModel familyQualified Claude routeModel fit · source verified
Qualified Claude routeService requirement
GPT-5
GPT-5Service requirement
SLA-backed Gemini routeSLA · capacity confirmed
SLA-backed Gemini routeCommercial requirementClaude Sonnet
Claude SonnetCommercial requirement
Lower-cost eligible routeAll-in terms · compared
Lower-cost eligible routeFallback requirementGPT-5
GPT-5Fallback requirementApproved fallback routeFallback · approved
Approved fallback routeWHY USE THE PROCUREMENT AGENT
Set the brief once. Let every comparison compound.
Keep the buying team focused on the decision. The agent turns one procurement brief into comparable supply, then retains the evidence from each review for the next one.
Compare on demand. Build nothing new.
Start a commercial comparison whenever a buying decision appears. Your team does not need to build a separate provider-research process.
Automate qualification on the fly
The agent groups similar requirements, checks eligibility, and compares the relevant offers first so sourcing moves faster.
Let each decision make the next one clearer
Evidence from similar requirements compounds into clearer eligible-supply comparisons and a stronger procurement policy.
How the agent works
Set the purchasing standard. QuotaFlow runs the qualification and comparison loop around your existing approval process.
- 1Set the brief
Give the agent the model, source, price, SLA, capacity, commercial, and fallback requirements that matter.
- 2Compare when it matters
Start from a purchase question, or let the agent flag a material cost, capacity, or availability change worth comparing.
- 3Compound the procurement evidence
Similar requirement reviews improve which supply paths are compared next and keep the approval policy grounded in evidence.
Why choose OSS
Open source has closed the gap.
On most production workloads, open source LLMs now match closed source on quality, at a fraction of the cost. On some, they're the strongest available choice.
DeepSeek-V4-Pro
deepseek:v4@pro
Flagship V4 model with a native 1M token context window, dual thinking modes, and up to 384K output tokens. Built for long-context reasoning and agentic workflows at scale.
Kimi K2.6
moonshotai:[email protected]
Top open source option for multimodal agents. Image and video understanding alongside long-horizon software tasks.
MiniMax M2.7
minimax:m2.7@0
Long-context agentic coding tuned for production tool use. Holds quality at high throughput.
Intelligence vs cost
Same intelligence band. A fraction of the cost.
Open sourceClosed source
GLM 5.2 (max) Scores within 90 Elo points of Claude Opus 4.8 (max) while costing 65% less.
Lower-cost eligible route Pro (max) Scores ~60 Elo points above Gemini 3.5 Flash while costing over 98% less.
Side by side
Scores and pricing
Open source
DeepSeek-V4-Flash-0731~98x cheaper
deepseek:v4@flashClosed source
What open source buys you
A fraction of the cost to run. Auditable weights. No behaviour changes overnight, no surprise deprecations under your stack.
When closed source still wins
The most demanding reasoning, complex agent orchestration, and computer use. For most other production work, open source is the right default, and the right place to start.
LLM API pricing
What the agent evaluates before recommending a purchase.
Pick a workload and a monthly token volume. We'll substitute the closed source model you're using today with an equivalent open source model on Runware, and show the monthly saving at your scale.
Use case
Monthly volume50M tokens
1M10M100M1B
Comparison against the equivalent closed source model billed direct from the provider. Real Runware list prices, blended across a representative input/output mix for the selected workload.
Monthly · 50M tokens
Qualified purchase path
DeepSeek-V4-Pro on Runware
$58/mo
Current direct path
GPT-5.5 direct
$501/mo
Monthly saving
$443· 88% less
Built for production
AI procurement built for demanding products.
Security
Your purchasing criteria stay yours.
FAQ
Get one approved AI purchase path.
Share the model, commercial, reliability, and capacity requirements you already have. The agent returns comparable options and the evidence behind one recommendation.
Your criteria stay in control. Nothing moves without approval.
Start a procurement brief