WED, JULY 22, 2026
Independent · In‑Depth · Practitioner‑Tested
Kimi Research

Best Kimi K3 Prompts for Research (2026)

Kimi K3's 1M context window on Allegretto+ tier makes it one of the strongest research models available — it can ingest entire research papers, technical documentation sets, and large code repositories in a single session. At $0.30/M cached input, repeated context (like a standing research brief or knowledge base) becomes extremely cost-efficient. These prompts are optimised for kimi.com on Allegretto+ or Vivace tiers and the Kimi API.

⌨️ 6 prompts 🕐 Updated Jul 22, 2026
💡 How to use these prompts: Replace everything in [BRACKETS] with your specific details before sending. Click Copy to copy any prompt to your clipboard instantly.
1
Analyze a Large Document Set
Analyze an entire document corpus that would break other models
I am going to provide [NUMBER] documents totalling approximately [TOKEN COUNT] tokens. Using your full 1M context window, please: 1. Read all documents in full before responding 2. Identify the main themes across all documents 3. Find the 5 most important insights that span multiple documents 4. Identify contradictions or tensions between documents 5. Answer this specific question about the corpus: [YOUR QUESTION] Documents: [PASTE ALL DOCUMENTS]
2
Deep Research With Cached Context
Build a standing research context and ask multiple questions at low cost
I am establishing a standing research context on [TOPIC]. Please read the following background materials carefully — I will ask multiple questions in this session and you should draw on all of this context for each answer: [PASTE RESEARCH MATERIALS — up to 1M tokens at $0.30/M cached rate] Confirm you have read all materials, then answer my first question: [QUESTION 1]
3
Compare Multiple Research Papers
Compare multiple research papers and synthesize their findings
Read the following [NUMBER] research papers and compare them across these dimensions: 1. Research question and methodology 2. Key findings 3. Limitations acknowledged by the authors 4. How they agree or disagree with each other 5. Which paper's findings are most credible and why 6. What the combined body of research tells us that no single paper captures [PASTE ALL PAPERS]
4
Technical Documentation Deep-Dive
Get precise answers from large technical documentation sets
Read the following technical documentation and answer these questions: Documentation: [PASTE FULL DOCS — Kimi K3 handles large doc sets better than most models at 1M context] Questions: 1. [QUESTION 1] 2. [QUESTION 2] 3. [QUESTION 3] For each answer: cite the specific section of the documentation you are drawing from, note any ambiguities or gaps in the documentation, and suggest what additional documentation would help.
5
Research Synthesis Report
Write a cited synthesis report from any set of research materials
Based on the following research materials, write a synthesis report on [TOPIC]. The report should: - Be [LENGTH] words - Target audience: [WHO READS THIS] - Answer the central question: [YOUR RESEARCH QUESTION] - Cite specific evidence from the materials for every major claim - Acknowledge what the research does NOT show - End with [NUMBER] specific recommendations or conclusions Materials: [PASTE RESEARCH]
6
Gap Analysis Across a Knowledge Base
Find gaps in your knowledge base using full context analysis
I have provided my entire knowledge base on [TOPIC] below. Please: 1. Map out what topics are well-covered in the existing materials 2. Identify the 5 most significant gaps — important topics that are missing or thin 3. For each gap, explain why it matters and what kind of source would fill it 4. Prioritize the gaps by importance to [YOUR GOAL] 5. Suggest 3 specific search queries or research directions to address the top gaps Knowledge base: [PASTE ALL MATERIALS]