Benchmark free LLMs vs your custom AI to win higher-paying clients
Freelancers building custom AI solutions struggle to charge fair prices as clients demand rates comparable to free LLMs, severely eroding profit margins.
EdgeBench lets freelancers input client prompts, runs them on free LLMs like GPT-4o-mini, simulates custom AI improvements, and generates shareable comparison reports. Clients see quantifiable gaps in accuracy, speed, and cost. This demo tool closes deals by proving custom value before building.
Freelance developers and consultants building custom AI solutions for clients
Real-time LLM benchmarking with custom AI simulation using agentic frameworks
edgy
Input prompts, run on 3+ free LLMs, view side-by-side outputs
AI simulates enhanced outputs for RAG/agents/fine-tune scenarios
Auto-create visual reports with metrics (accuracy, latency, cost)
Save/share public benchmarks for common tasks
Passwordless links to interactive benchmark demos
Personal dashboard of past runs and win rates
Add/remove LLMs like Claude, Gemini dynamically
CSV/PDF of raw metrics
Embed benchmarks in your site
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| text | No | |
| created_at | timestamp | No |
Relationships:
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| user_id | uuid | No |
| prompt | text | No |
| is_public | bool | No |
| created_at | timestamp | No |
Relationships:
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| benchmark_id | uuid | No |
| llm_name | text | No |
| output | text | Yes |
| metrics | jsonb | No |
| views | int | No |
Relationships:
/api/benchmarksRun new benchmark
/api/benchmarks/:idFetch benchmark report
/api/benchmarks/:id/shareCreate share link
/api/public/benchmarksList public benchmarks
/api/user/benchmarksUser's benchmarks
No custom sim
None
Unlimited
| Month | Users | Conversion | MRR | ARR |
|---|---|---|---|---|
| Month 1 | 120 | 3% | $90 | $1,080 |
| Month 6 | 900 | 6% | $1,350 | $16,200 |
Instant benchmarks prove your custom AI crushes generics. Win deals with data.
Share benchmark demos in AI freelance Discords and Twitter threads comparing LLMs. Offer free Pro month to first 10 Upwork AI freelancers. Cold DM LinkedIn AI consultants with personalized benchmark.
Eval framework
Dev-focused, no client reports
Client-facing demos with sales metrics
Growing library of real benchmarks creating data moat
Explosion of free LLMs making custom AI sales harder, need proof tools
API costs from LLM calls
Rate limits + caching
Slow build due to AI integrations
Use SDKs
Success: 10+ request tool
Success: 50% retention
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