Everything you need to
trust AI answers

A complete platform for querying, comparing, scoring, and verifying AI responses, built for developers, researchers, and teams that can't afford to be wrong.

A complete AI verification platform

Nine powerful features, all designed around one goal: giving you AI answers you can actually rely on.

Multi-model query

Send one prompt to GPT-5 Mini, Claude 4 Sonnet, Gemini 2.5 Flash, Sonar Pro, and Grok 3 Mini simultaneously. All results arrive in under 3 seconds, no copy-pasting, no tab-switching.

Core
🎯

Confidence scoring

A composite score based on model agreement (50%), response quality (30%), and provider reliability (20%). A number that tells you exactly how much to trust the answer.

Core
🔗

Consensus generation

The algorithm extracts common concepts across all responses using NLP and embeddings, then generates a single merged, reliable answer, not just the "best" single model response.

Core
🏆

Model rankings

See which model answered best per query, ranked by accuracy, completeness, clarity, and reasoning depth. Build your own benchmark over time.

Analytics
💳

Cost tracking

See exact token usage and dollar cost per model, per query. Know precisely what you're spending across GPT, Claude, Gemini, and Sonar Pro, in a single dashboard.

Analytics
📋

Query history

Full searchable history of all your consensus queries, complete with confidence scores, model comparisons, and cost breakdown. Never lose a verified answer again.

Productivity
🔬

Semantic analysis

Uses sentence embeddings and cosine similarity to detect when models agree in meaning, even when they use entirely different words. No false divergences, no missed agreements.

AI
🛡️

Hallucination reduction

Cross-verification across models flags inconsistencies before they reach you. Outlier responses are clearly identified with a divergence indicator, so you know when to dig deeper.

Trust
⚙️

Model benchmarking

Compare model performance across your specific use cases over time. Track accuracy, cost, and speed in one view. Know which model is best for your needs, with data, not opinion.

Analytics

Confidence scoring that's actually transparent

Most AI tools give you an answer with no indication of reliability. talkory.ai gives you a confidence score built from three measurable, transparent components, so you always know why you should or shouldn't trust the output.

  • Agreement score: how many models converged on the same answer (50% weight)
  • Response quality: completeness, reasoning, clarity, and logical consistency (30% weight)
  • Provider reliability: historical accuracy scores per model provider (20% weight)
  • Semantic matching: cosine similarity detects agreement even with different phrasing
  • Outlier flagging: divergent models are highlighted so you can investigate disagreements

Confidence breakdown, example query

Agreement score
80%
Response quality
85%
Model reliability
88%
Final confidence 83%
(0.80×0.5) + (0.85×0.3) + (0.88×0.2)
talkory.ai vs. using models individually

Why query one AI when you can get cross-verified consensus from five?

Feature talkory.ai ChatGPT only Claude only Gemini only
Query multiple models ✓ All 5 at once
Confidence score ✓ 0–100%
Consensus answer ✓ Merged output
Hallucination detection ✓ Cross-verified ⚠ No detection ⚠ No detection ⚠ No detection
Cost tracking ✓ Per query ⚠ Limited ⚠ Limited ⚠ Limited
Model benchmarking ✓ Built-in
Query history ✓ Full history ⚠ Chat only ⚠ Chat only ⚠ Chat only
Time to compare models ✓ <3 seconds ✗ Manual ✗ Manual ✗ Manual
5
AI models queried per prompt
<3s
Average response time
$0.01
Starting cost per query
83%
Average confidence score

Ready to try every feature?

Start with one free query, no credit card required. See the consensus engine, confidence score, and model rankings in action.

1 free query · No credit card · Set up in 30 seconds