GG 3.1 Pro
webparam/gg-3-1-pro-standardPro tier — stronger reasoning where quality matters more than cost.
Model overview
Input price
R60.00
per 1M tokens
Output price
R250.00
per 1M tokens
Weekly volume
—
tokens / week
Open weights
No
API only
Capabilities
4
of 11 tags
Description
GG 3.1 Pro is a language model from Webparam. It generates language output and is priced at R60.00 per 1M tokens in and R250.00 per 1M tokens out. That places its input price above the language-category median of R29.10. Webparam’s stated focus is one account, one wallet, one API key — billed in rand. The weights are not published, so it is API-only.
Capabilities
- Tool calling
- Calls functions you define and returns their arguments as structured data, the basis of agents.
- JSON mode
- Constrains the response to valid JSON matching a schema you supply.
- Streaming
- Emits tokens as they are generated, so answers appear progressively rather than all at once.
- Reasoning
- Spends extra billed tokens thinking before it answers, trading latency and cost for accuracy.
Strengths & weaknesses
Strengths
- Highest-capability tier Webparam offers
- Tool calling and JSON mode both verified working
- Returned content on 5 of 5 requests in reliability testing
Weaknesses
- 96% of billed output tokens were internal reasoning you never see, and it cannot be switched off
- Streaming is buffered upstream — output arrives in one burst, not incrementally
Pricing
| Rate | Price | Unit |
|---|---|---|
| Input | R60.00 | per 1M tokens |
| Output | R250.00 | per 1M tokens |
Rates are what Webparam charges, in rand.
Supported features
| Feature | Support |
|---|---|
| Tool calling | Supported |
| JSON mode | Supported |
| Streaming | Supported |
| Vision input | Not supported |
| Audio input | Not supported |
| Long context | Not supported |
| Open weights | Not supported |
| Reasoning | Supported |
| Fine-tunable | Not supported |
| Batch | Not supported |
| Caching | Not supported |
Example use cases
General assistants
Retrieval-augmented answering
Everyday production traffic
Comparison
Compare against anything →| Attribute | GG 3.1 Pro | AC Pro 4.6 | AC Pro 5 |
|---|---|---|---|
| Input price | R60.00 | R60.00 | R60.00 |
| Output price | R250.00 | R250.00 | R250.00 |
| Tool calling | Supported | Supported | Supported |
| JSON mode | Supported | Supported | Supported |
| Vision input | Not supported | Not supported | Not supported |
| Open weights | Not supported | Not supported | Not supported |
| Prompt caching | Not supported | Not supported | Not supported |
Best value in each row is highlighted. Blank cells are facts the supplier does not publish, not zeroes.
Provider information
View Webparam →Webparam · Johannesburg, South Africa, South Africa · est. 2026
Webparam aggregates frontier model capacity and resells it through a single OpenAI-compatible endpoint, so a company can reach the models it needs without holding an account, a card and a contract with each vendor.
Recent releases
Documentation
Frequently asked questions
Input is billed at R60.00 per 1M tokens and output at R250.00 per 1M tokens. Every figure on this page is an illustrative placeholder.
No. GG 3.1 Pro is served through its provider's API only; the weights are not published, so self-hosting is not an option.
AC Pro 4.6 is the closest neighbour in the catalogue, with — of context at R60.00 per 1M tokens in. Put both in a comparison before wiring a fallback chain, so the trade-off is a decision rather than a default.