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LLMBlitz.io
LLM Not listening? LLM response keeps changing?
Why is the LLM not following your instructions? Why does the LLM response keep changing? How can I reduce the cost of my LLM app at scale? How does the LLM response change between Prompt A and Prompt B I need a tested and production-ready prompt generated for me! These are the types of problems llmblitz.io can help you solve
Hey PH! Zaid here, maker of LLMBlitz 👋
LLMs don’t fail randomly. They fail where they’re uncertain.
I built LLMBlitz after building apps at work and spending way too many hours asking:
> why did the LLM ignore an instruction
> why does it give a different answer every time
> why did a one-word change completely change the output
Part of the answer shows up in the token probabilities models expose.
When a model is uncertain about how to continue, you often see it in the logprobs.
Not truth. Not correctness.
But a useful signal for where the model is guessing vs confident.
LLMBlitz turns that into something you can actually use:
> Nondeterminism?
See exactly which tokens the model is least confident about—not just that variance exists, but where it shows up
> Instruction following?
Highlight which instructions were likely followed or missed—and where breakdowns happen using LLM Commander
> Prompt comparison?
Run Prompt A vs B on the same input and compare model confidence signals, not just outputs
> Cost at scale?
How much does your prompt cost in 1 run, 10 runs or 100,000 runs, and how can you tweak it for cost?
> Prompt creation?
Generate, test, and refine prompts tailored to your model and task
This won’t magically tell you what’s true.
But it will show you where your prompt is weak, unstable, or ambiguous.
>> Curious—what’s the most frustrating “why won’t it just do what I said?” moment you’ve had with an LLM? What's your biggest beef with LLM behavior?
About LLMBlitz.io on Product Hunt
“LLM Not listening? LLM response keeps changing?”
LLMBlitz.io was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #102 on the daily leaderboard. Why is the LLM not following your instructions? Why does the LLM response keep changing? How can I reduce the cost of my LLM app at scale? How does the LLM response change between Prompt A and Prompt B I need a tested and production-ready prompt generated for me! These are the types of problems llmblitz.io can help you solve
On the analytics side, LLMBlitz.io competes within Developer Tools, Artificial Intelligence and Tech — topics that collectively have 1.6M followers on Product Hunt. The dashboard above tracks how LLMBlitz.io performed against the three products that launched closest to it on the same day.
Who hunted LLMBlitz.io?
LLMBlitz.io was hunted by Zoosk. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of LLMBlitz.io including community comment highlights and product details, visit the product overview.
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