| --- |
| title: overads |
| emoji: 🟩 |
| colorFrom: gray |
| colorTo: green |
| --- |
| |
| # overads |
|
|
| The open language model for marketing work, and the benchmark that |
| measures it. |
|
|
| ## gloofy-1-nano |
|
|
| A 4B model fine-tuned from **Qwen3-4B (Apache 2.0)** for the jobs |
| marketing teams run at volume: tagging ad creative against a closed |
| taxonomy, qualifying leads, writing platform-constrained copy, and |
| diagnosing campaigns. |
|
|
| It runs offline on a laptop at zero marginal cost. Run it ten million |
| times and the bill is the same as running it once. |
|
|
| **Measured on 150 real published ads:** |
|
|
| | model | score | |
| |---|---| |
| | Claude | 0.916 | |
| | annotator ceiling | 0.911 | |
| | Gemini 3.6 Flash | 0.817 | |
| | GPT-5.5 | 0.792 | |
| | **gloofy-1-nano (4B)** | **0.780** | |
| | Qwen3-4B untrained | 0.000 | |
|
|
| Seed variance on this exam is 0.055, so gloofy and GPT-5.5 are |
| statistically tied, not one point apart. We had a seed that would have |
| cleared GPT and did not publish it, because selecting a run for its |
| result is the failure our benchmark exists to catch. |
|
|
| ## The benchmark comes first |
|
|
| [**marketing-bench**](https://github.com/overads-Inc/gloofy_bench) is |
| public: five exam series, 587 items, a harness that scores every model |
| through one code path, and published annotator ceilings. It went out |
| before our model did, so the questions could not be bent toward our |
| answers. |
|
|
| The real-ad exams ship as references plus SHA-256 hashes rather than as |
| ad copy. That copy belongs to the 988 brands that wrote it. |
|
|
| ## Status |
|
|
| Weights are not uploaded yet. This organisation is live and empty, and |
| saying so is more useful than implying otherwise. When gloofy-1-nano |
| ships it appears here under Apache 2.0, with a model card carrying the |
| full history: the plateau, the retractions, and every place a frontier |
| model beats it. |
|
|
| ## Attribution |
|
|
| Built on **Qwen3-4B**, Apache 2.0, by Alibaba. Fine-tuned by overads |
| Inc. Rebranding is permitted by that licence; concealing the base would |
| contradict everything else we publish. |
|
|
| --- |
|
|
| [gloofy.ai](https://gloofy.ai) · [github.com/overads-Inc](https://github.com/overads-Inc) |
|
|
