DevNetwork Hackathon 2026

The live truth layer between an agent's budget and the market it spends in

Budget-aware AI agents still make wrong decisions because their price assumptions are stale. LiveLLM turns live web changes into verified economic state before the agent spends money.

Try the Live Demo How it works

The Problem

The agent's math was correct. Its economic state was wrong.

An autonomous agent finds a $15 bounty. It computes its projected cost using web search prices. The arithmetic checks out. But the input assumptions are stale.

Without LiveLLM

$0.075/M input

Agent found GLM-5.3-Flash at Z.ai PAYG price. Looks cheapest. Wrong model, wrong context window.

With LiveLLM

$0.023/M input

MiMo V2.5 amortized via subscription. 2.1x cheaper with 8x more context.

The Five Pricing Traps

The advertised price is never the actual decision-relevant economic state

Trap	LLM	Compute	Tools
Nominal != Effective	Go subscriptions	Reserved GPU	Monthly credits
Time-Dependent	Peak/off-peak	Spot market	Promotions
Route-Dependent	Z.ai vs OpenCode	Host/region	API plan
State-Dependent	Quota left	Credits left	Credits left
Source Disagreement	OpenCode locales	API vs landing	Docs vs pricing

CloudPrice tracks compute prices. AgentDeals tracks free tiers. Neither tells you what your next request actually costs.

LiveLLM does.

How It Works

From live web to verified fact to agent decision

Step 1
SerpApi Discovery
Google Light, News Light, Search Index Deep

Step 2

Official Source

Follow to provider's pricing page

Step 3

AI Extraction

Structured facts with evidence

Step 4

Validation

Deterministic 6-step check

Step 5
Fact Ledger
Temporal facts, provenance chain

368

Active Facts

Entities Tracked

Active Promotions

Tests Passing

SerpApi Integration

Not just search — verified discovery

Google News Light

Event detection for pricing changes

Google Light

Official source resolution

Search Index Deep

Unknown-source discovery

JSON Restrictor

94-99% payload reduction

Search Metadata ID

Reproducible provenance

Account API

Quota governance

LiveLLM is the verified economic state layer for autonomous agents

SerpApi discovers. We verify. Agents decide.

Try the Live Demo