You will get RouteIQ and Cut AI API Costs 68% by Routing Queries to the Right Model
Project details
Most AI pipelines send every request to the most expensive model available. RouteIQ fixes that.
RouteIQ is a drop-in query routing layer that classifies each incoming request by complexity and dispatches it to the optimal model — saving 60–70% on API costs without sacrificing quality on tasks that actually need the best model.
HOW IT WORKS
RouteIQ scores every query on arrival using token count, task type, and keyword signals. In under 50ms it decides:
• Simple queries → GPT-4o-mini ($0.002/task, avg 1.7s response)
• Medium tasks → GPT-4o ($0.012/task, balanced speed + quality)
• Complex tasks → Claude Sonnet ($0.024/task, best reasoning)
Tested across a real autonomous agent workload:
• API cost: $0.048 → $0.015 per task (-68%)
• Simple query speed: 4.2s → 1.7s (2.4× faster)
• Complex task accuracy: 96% → 97% (maintained + improved)
• Wasted spend: 71% → 8%
• Savings at 1,000 tasks/day: $33/day → $990/month
WHAT YOU GET
• Complexity classifier with configurable thresholds
• Unified async LLM client — Anthropic + OpenAI in one interface
• Per-session cost tracker by model
• Auto-escalation logic on failure
• Plug-in architecture
• Full test suite + documentation
RouteIQ is a drop-in query routing layer that classifies each incoming request by complexity and dispatches it to the optimal model — saving 60–70% on API costs without sacrificing quality on tasks that actually need the best model.
HOW IT WORKS
RouteIQ scores every query on arrival using token count, task type, and keyword signals. In under 50ms it decides:
• Simple queries → GPT-4o-mini ($0.002/task, avg 1.7s response)
• Medium tasks → GPT-4o ($0.012/task, balanced speed + quality)
• Complex tasks → Claude Sonnet ($0.024/task, best reasoning)
Tested across a real autonomous agent workload:
• API cost: $0.048 → $0.015 per task (-68%)
• Simple query speed: 4.2s → 1.7s (2.4× faster)
• Complex task accuracy: 96% → 97% (maintained + improved)
• Wasted spend: 71% → 8%
• Savings at 1,000 tasks/day: $33/day → $990/month
WHAT YOU GET
• Complexity classifier with configurable thresholds
• Unified async LLM client — Anthropic + OpenAI in one interface
• Per-session cost tracker by model
• Auto-escalation logic on failure
• Plug-in architecture
• Full test suite + documentation
Machine Learning Tools
ChatGPT, GPT-3, Python, SQLWhat's included
| Service Tiers |
Starter
$120
|
Standard
$350
|
Advanced
$750
|
|---|---|---|---|
| Delivery Time | 2 days | 5 days | 10 days |
Number of Revisions | 1 | 3 | 5 |
Model Validation/Testing | - | - | - |
Model Documentation | - | - | - |
Data Source Connectivity | - | - | - |
Source Code | - | - | - |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$120 - $750
Additional Revision
+$100About Taras
Crypto GTM & AEO Strategist | Web3 Growth | AI Search Visibility
Tomakivka, Ukraine - 5:22 pm local time
They fail because no one can find them — on Google or in AI.
I fix both.
I'm a crypto GTM strategist and AEO specialist with 6+ years building growth systems for DeFi protocols, AI agent platforms, L1 blockchains, and no-code Web3 tools. I help founders turn complex products into clear narratives, measurable traction, and AI search visibility — across ChatGPT, Perplexity, Claude, and Gemini.
━━ WHAT I DELIVER ━━
→ GTM Strategy (0→1 and stuck→traction)
Full go-to-market plans built for crypto-native audiences. ICP definition, positioning, 30-day launch roadmaps, growth loops that don't rely on "post on X and pray."
→ AEO / GEO — AI Search Visibility
Answer Engine Optimization for Web3 projects: structured content, FAQ schema, comparison pages, and entity-building that gets your protocol cited in AI-generated answers. When someone asks ChatGPT "what's the best no-code DeFi tool" — I make sure your project is the answer.
→ Narrative & Content Systems
Turn your product into something people talk about. X (Twitter) growth strategy, viral hooks, content angles built around live market narratives (AI agents, DeFi automation, on-chain data, infra).
→ AI-Powered Growth
I build and test AI systems, not just talk about them: Claude + n8n agent workflows for content, research, and distribution. Real automation, not generic AI content.
━━ BRANDS I'VE WORKED WITH ━━
OKX · Blockster · Digitex Futures · YouHodler · GraphLinq · Botto · Wirex · Q · Structure
━━ WHY CLIENTS HIRE ME ━━
I think like a builder who understands distribution — not a marketer who learned crypto terminology last year. I know how crypto users think, what they ignore, and what actually converts in 2026.
Typical engagements:
— Crypto GTM strategy (30-day execution plan)
— Narrative & positioning audit
— AEO / GEO setup for Web3 protocol or dApp
— X growth system (not content writing — an actual system)
— AI-powered marketing automation for Web3 teams
If you're a founder who can't explain your product clearly, a dev team with strong tech but zero traction, or a CMO who needs sharper AI search positioning — send a message. I'll tell you within 24 hours whether I can help and what it'll take.
Steps for completing your project
After purchasing the project, send requirements so Taras can start the project.
Delivery time starts when Taras receives requirements from you.
Taras works on your project following the steps below.
Revisions may occur after the delivery date.
Once i know the Tier, I can start working.