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Use cases

Real workloads, running on your terms.

From support and search to coding and classification, open models now handle the everyday work that fills your roadmap — at production quality, fully private, and up to 50× cheaper than closed APIs.

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Customer support
Gemma-4-31B-it
Search & Q&A
Qwen3.6-27B
Coding assistants
GLM-5.2
Classification
Gemma-4-31B-it
10–50×
cheaper than closed APIs
0%
of your data retained
1 line
of code to switch
The math

Same volume. A very different bill.

Take a busy support bot, a small search pipeline, or one solid coding assistant — around 100 million tokens a month. On a closed frontier API that runs well over a thousand dollars. On Hoonify, it's a rounding error.

  • The price you see is the price you pay — no surge pricing
  • Same answers on the workloads that actually ship
  • Switch models anytime from the same setup

A typical monthly workload

10–50×

cheaper than closed APIs

~$1,600/mo on a frontier API → under $40 on Hoonify

Illustrative · ~100M tokens / month

The unlock

The workloads closed APIs made impossible.

The workloads that matter most — your sensitive data, your proprietary code, your highest volumes — are exactly the ones a closed API makes hard. On open models you run and control, those become the easy ones.

Where teams switch

Four workloads where the switch is easy.

The most common places teams move to open models and don't look back — start with the one closest to yours.

Customer support

Answer customers and deflect routine tickets around the clock — at a fraction of the per-seat cost of a closed AI tool. Predictable per-token pricing, with data residency options.

Runs great onGemma-4-31B-it

Search & document Q&A

Turn your own documents and data into instant, accurate answers over long context — reliable enough to put in front of customers.

Runs great onQwen3.6-27B

Coding assistants

Give engineers AI help with autocomplete, refactors, and reviews — frontier-level reasoning on code, without the frontier-level invoice.

Runs great onGLM-5.2

Bulk classification & extraction

Tagging, sentiment, intent, and structured extraction at scale — run millions of records for the price of a single closed-API pass.

Runs great onGemma-4-31B-it
Quality

The gap that used to matter is gone.

You're not trading quality for price anymore — you're just not overpaying for it.

Frontier-level where it counts

On the reasoning, retrieval, and coding work that actually ships, the best open models land right alongside the closed frontier.

The newest models, first

We add the latest open models the day they launch — your team builds on the state of the art without waiting.

Prove it on your own prompts

Don't take our word for it — run any model against your real workload before you commit a thing.

Easy to switch

Live in an afternoon, not a quarter.

Moving to Hoonify isn't a migration project — it's a config change.

Change one base URL

Hoonify is OpenAI-compatible. Point your existing SDK or tools at us and keep your code exactly as it is.

Try before you commit

1M tokens free, no credit card. Run your real prompts and compare quality side by side.

Never locked in

Open weights and a standard API mean you can switch models — or leave — anytime, with your code intact.

Questions, answered

The things teams ask before they switch.

Still weighing the move? Our team is happy to walk through your workloads and expected savings.

Try it before you switch.

Run real prompts against the same models you'd use in production, with 1M tokens free. If the quality holds for your workload, the rest is easy.

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