What is ALLMO?
All large language model optimization tracks and improves visibility across all the major LLMs at once: ChatGPT, Claude, Gemini, Perplexity, Copilot, Meta AI, Grok, DeepSeek and others.
Each model uses different training data, search partners and retrieval methods, so a brand can lead in one and be missing from another. ALLMO treats them as one portfolio and finds the gaps specific to each model.
Why ALLMO matters
Your audience doesn't use just one AI. Colleagues may use Copilot or Claude at work, consumers use ChatGPT or Meta AI, and researchers use Perplexity. Optimizing for one model leaves blind spots.
How ALLMO works
- 01
Baseline
Run the same prompt set on every major model.
- 02
Compare
Find where answers, mentions and sources differ.
- 03
Diagnose
Link each gap to a cause, such as a missing index entry, a blocked crawler or an absent third-party source.
- 04
Fix and re-test
Address the model-specific causes and track the cross-model score.
ALLMO best practices
- Use one shared prompt set for all models, so results are comparable.
- Check that each provider's crawlers can access your site.
- Make sure you're indexed in both Google and Bing.
- Track source overlap: which sites each model cites.
- Report a cross-model visibility score alongside per-model detail.
Common ALLMO mistakes
- Optimizing only for ChatGPT.
- Comparing models using differently worded prompts.
- Ignoring the models your specific audience prefers.
How to measure ALLMO
Metrics to track
- Cross-model visibility score
- Mention rate per model
- Source overlap between models
- Consistency of brand descriptions across models
What it improves
- Cross-model visibility score
- Model-specific gaps
- Source overlap
- Consistency of answers
ALLMO vs. related optimizations
These overlap with ALLMO. Work on one usually helps the others.
ALLMO FAQ
Why do AI models give different answers about my brand?+
They're trained on different data, use different search partners or crawlers, and are tuned differently. The sources each one trusts also vary.
Which AI models should I track?+
At minimum ChatGPT, Gemini, Google AI Overviews, Perplexity, Claude and Copilot. Add Meta AI, Grok or DeepSeek if your audience uses them.
Is ALLMO more work than optimizing for one model?+
The core work, like accessible content, clear facts and third-party mentions, helps every model. ALLMO adds cross-model measurement so you can fix specific gaps.
How do search partnerships affect AI answers?+
Models that search the web rely on an index. Being indexed and ranking well in Google and Bing affects many AI products that use those indexes.