AI Reasoning Technique Selector – Interactive Tool
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.container { max-width: 900px; margin: 0 auto; padding: 40px 20px; }
h1 { text-align: center; color: #6c63ff; font-size: 2.2em; margin-bottom: 10px; }
.subtitle { text-align: center; color: #888; margin-bottom: 40px; }
.steps { display: flex; justify-content: space-between; margin-bottom: 40px; }
.step { text-align: center; flex: 1; padding: 15px; border-radius: 8px; background: #1a1a2e; margin: 0 5px; opacity: 0.5; transition: all 0.3s; }
.step.active { opacity: 1; border: 2px solid #6c63ff; background: #16213e; }
.step.completed { opacity: 1; border: 2px solid #28a745; background: #0f2e1a; }
.step-num { width: 30px; height: 30px; border-radius: 50%; background: #6c63ff; color: white; display: inline-flex; align-items: center; justify-content: center; font-weight: bold; margin-bottom: 5px; }
.completed .step-num { background: #28a745; }
.card { background: #1a1a2e; border-radius: 12px; padding: 30px; margin-bottom: 20px; border: 1px solid #2a2a4a; }
.question { font-size: 1.2em; color: #fff; margin-bottom: 20px; }
.options { display: flex; flex-direction: column; gap: 10px; }
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.btn-secondary { background: #2a2a4a; color: #ccc; }
.btn-secondary:hover { background: #3a3a5a; }
.btn:disabled { opacity: 0.3; cursor: not-allowed; }
.result { display: none; text-align: center; }
.result-card { background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); border-radius: 12px; padding: 40px; margin: 20px 0; }
.result-technique { font-size: 2em; font-weight: bold; color: white; margin: 10px 0; }
.result-score { font-size: 1.2em; color: #ffd700; }
.result-desc { background: #1a1a2e; border-radius: 8px; padding: 20px; margin: 20px 0; text-align: left; }
.result-tags { margin: 10px 0; }
.result-tag { display: inline-block; padding: 4px 12px; border-radius: 12px; font-size: 13px; margin: 3px; }
.tag-cot { background: #28a745; color: white; }
.tag-tot { background: #dc3545; color: white; }
.tag-react { background: #6c63ff; color: white; }
.tag-reflexion { background: #fd7e14; color: white; }
.tag-sc { background: #20c997; color: white; }
.tag-pas { background: #e83e8c; color: white; }
.confidence-bar { height: 8px; background: #2a2a4a; border-radius: 4px; margin: 10px 0; overflow: hidden; }
.confidence-fill { height: 100%; border-radius: 4px; transition: width 0.5s; }
.comparison-mini { display: grid; grid-template-columns: 1fr 1fr; gap: 15px; margin: 20px 0; }
.mini-card { background: #16213e; border-radius: 8px; padding: 15px; text-align: left; }
.mini-card h4 { color: #6c63ff; margin-bottom: 8px; }
.mini-card p { color: #888; font-size: 14px; }
code { background: #0f0f23; padding: 2px 6px; border-radius: 4px; font-size: 13px; color: #6c63ff; }
{ value: 'math', label: 'Math or logic problem solving', weights: { cot: 4, tot: 1, sc: 3, react: 0, reflexion: 1, pas: 2 } },
{ value: 'creative', label: 'Creative content generation', weights: { cot: 1, tot: 4, sc: 2, react: 1, reflexion: 2, pas: 2 } },
{ value: 'research', label: 'Research or information gathering', weights: { cot: 1, tot: 2, sc: 1, react: 4, reflexion: 2, pas: 3 } },
{ value: 'coding', label: 'Code generation or debugging', weights: { cot: 3, tot: 1, sc: 2, react: 2, reflexion: 4, pas: 3 } },
{ value: 'analysis', label: 'Complex analysis or planning', weights: { cot: 2, tot: 3, sc: 2, react: 2, reflexion: 2, pas: 4 } },
{ value: 'chat', label: 'Conversational QA or assistant', weights: { cot: 2, tot: 1, sc: 2, react: 3, reflexion: 1, pas: 2 } }
{ value: 'simple', label: 'Simple — can be solved in 2-3 steps', weights: { cot: 4, tot: 0, sc: 2, react: 1, reflexion: 0, pas: 3 } },
{ value: 'moderate', label: 'Moderate — requires careful breakdown', weights: { cot: 3, tot: 2, sc: 3, react: 2, reflexion: 3, pas: 4 } },
{ value: 'complex', label: 'Complex — multiple sub-problems and paths', weights: { cot: 1, tot: 4, sc: 3, react: 3, reflexion: 3, pas: 4 } },
{ value: 'open', label: 'Open-ended — no single correct answer', weights: { cot: 0, tot: 4, sc: 2, react: 2, reflexion: 3, pas: 3 } }
{ value: 'none', label: 'No — everything needed is in the prompt', weights: { cot: 4, tot: 3, sc: 3, react: 0, reflexion: 2, pas: 3 } },
{ value: 'lookup', label: 'Yes — need to look up facts or search', weights: { cot: 1, tot: 1, sc: 1, react: 4, reflexion: 1, pas: 2 } },
{ value: 'tools', label: 'Yes — need to use APIs, calculators, or tools', weights: { cot: 0, tot: 1, sc: 1, react: 4, reflexion: 2, pas: 2 } },
{ value: 'code', label: 'Yes — need to run or test code', weights: { cot: 1, tot: 1, sc: 1, react: 3, reflexion: 4, pas: 2 } }
{ value: 'fast', label: 'Fast — under 2 seconds is critical', weights: { cot: 4, tot: 1, sc: 1, react: 2, reflexion: 1, pas: 3 } },
{ value: 'normal', label: 'Normal — 2-10 seconds is fine', weights: { cot: 3, tot: 2, sc: 3, react: 3, reflexion: 3, pas: 3 } },
{ value: 'patient', label: 'Patient — quality matters more than speed', weights: { cot: 2, tot: 4, sc: 4, react: 3, reflexion: 4, pas: 3 } }
{ value: 'low', label: 'Low — rough answer is fine', weights: { cot: 4, tot: 1, sc: 2, react: 2, reflexion: 1, pas: 3 } },
{ value: 'medium', label: 'Medium — should be mostly correct', weights: { cot: 3, tot: 2, sc: 4, react: 3, reflexion: 3, pas: 3 } },
{ value: 'high', label: 'High — must be accurate and reliable', weights: { cot: 2, tot: 3, sc: 4, react: 3, reflexion: 4, pas: 3 } },
{ value: 'life', label: 'Critical — errors have serious consequences', weights: { cot: 1, tot: 3, sc: 4, react: 3, reflexion: 4, pas: 3 } }
const questions = [
{
id: ‚q1‘,
text: ‚What type of task are you working on?‘,
options: [
]
},
{
id: ‚q2‘,
text: ‚How complex is the task?‘,
options: [
]
},
{
id: ‚q3‘,
text: ‚Does the task require external information or tools?‘,
options: [
]
},
{
id: ‚q4‘,
text: ‚What is your latency budget?‘,
options: [
]
},
{
id: ‚q5‘,
text: ‚How critical is the answer being correct?‘,
options: [
]
}
];
const techniqueInfo = {
cot: { name: 'Chain-of-Thought (CoT)', desc: 'The foundational reasoning technique. Generates a step-by-step linear reasoning chain before answering. Best for math, logic, and sequential problems.', tagClass: 'tag-cot', color: '#28a745' },
tot: { name: 'Tree-of-Thought (ToT)', desc: 'Explores multiple reasoning paths in a tree structure, evaluating and pruning branches. Best for creative, planning, and open-ended problems.', tagClass: 'tag-tot', color: '#dc3545' },
sc: { name: 'Self-Consistency', desc: 'Generates multiple reasoning paths and takes a majority vote on the answer. Best when the answer can be verified and accuracy is critical.', tagClass: 'tag-sc', color: '#20c997' },
react: { name: 'ReAct (Reasoning + Acting)', desc: 'Interleaves reasoning with external tool use. The model thinks, acts, observes, and repeats. Best for research and tool-dependent tasks.', tagClass: 'tag-react', color: '#6c63ff' },
reflexion: { name: 'Reflexion', desc: 'Self-reflective technique where the model critiques its own output and improves iteratively. Best for coding and tasks with verifiable outputs.', tagClass: 'tag-reflexion', color: '#fd7e14' },
pas: { name: 'Plan-and-Solve', desc: 'Explicitly separates planning from execution. First creates a structured plan, then follows it step by step. Best for complex, well-structured analysis.', tagClass: 'tag-pas', color: '#e83e8c' }
let currentStep = 0;
let answers = {};
function renderQuestion() {
const q = questions[currentStep];
const area = document.getElementById('question-area');
let html = '
q.options.forEach(opt => {
const selected = answers[q.id] === opt.value ? ' selected' : '';
html += ‚
‚;
});
html += ‚
function nextStep() {
if (currentStep 0) {
currentStep–;
renderQuestion();
}
}
function showResult() {
document.getElementById(‚question-area‘).style.display = ’none‘;
document.getElementById(‚result-area‘).style.display = ‚block‘;
document.getElementById(’steps‘).style.display = ’none‘;
// Calculate scores
const scores = { cot: 0, tot: 0, sc: 0, react: 0, reflexion: 0, pas: 0 };
questions.forEach(q => {
const ans = answers[q.id];
const opt = q.options.find(o => o.value === ans);
if (opt && opt.weights) {
Object.keys(opt.weights).forEach(k => { scores[k] += opt.weights[k]; });
}
});
const sorted = Object.entries(scores).sort((a, b) => b[1] - a[1]);
const winner = sorted[0];
const info = techniqueInfo[winner[0]];
const maxPossible = questions.length * 4;
const confidence = Math.min(Math.round((winner[1] / maxPossible) * 100), 98);
document.getElementById(‚result-technique‘).textContent = info.name;
document.getElementById(‚result-score‘).textContent = ‚Match score: ‚ + winner[1] + ‚/‘ + maxPossible + ‚ (‚ + confidence + ‚% confidence)‘;
document.getElementById(‚result-desc‘).innerHTML = ‚How it works: ‚ + info.desc;
document.getElementById(‚result-tags‘).innerHTML = ‚‚ + info.name + ‚‚;
// Runner-ups
let ruHtml = '';
sorted.slice(1, 4).forEach(([key, score]) => {
const ti = techniqueInfo[key];
const pct = Math.round((score / maxPossible) * 100);
ruHtml += ‚
‚ + ti.name + ‚ (‚ + score + ‚/‘ + maxPossible + ‚)
‚ + ti.desc.substring(0, 100) + ‚…
‚;
});
document.getElementById(‚runner-ups‘).innerHTML = ‚
function reset() {
currentStep = 0;
answers = {};
document.getElementById(‚question-area‘).style.display = ‚block‘;
document.getElementById(‚result-area‘).style.display = ’none‘;
document.getElementById(’steps‘).style.display = ‚flex‘;
renderQuestion();
}
AI Reasoning Technique Selector
Answer 5 questions to get your personalized reasoning technique recommendation
Task Type
Complexity
Information
Latency
Criticality
Recommended Technique
Runner-up Techniques
};
‚;
area.innerHTML = html;
// Update step indicators
for (let i = 1; i <= 5; i++) {
const el = document.getElementById('step-ind-' + i);
el.classList.remove('active', 'completed');
if (i === currentStep + 1) el.classList.add('active');
else if (i {
el.classList.toggle(’selected‘, q.options[i].value === value);
});
}
‚;
}
renderQuestion();
[…] sure which technique to use for your specific task? Check out our interactive Reasoning Technique Selector Tool to get personalized […]