~/kotia.app_ ~/kotia.app_

deep
research

A next-generation autonomous research agent with multi-stage analysis, two-tier search and full source citation.

Effort
15–30 minutes
50+sources
30minup to 30 minutes of analysis
100%full citation
how it works

  1. Planning + Deep Search

    Google-based planning builds the strategy and section structure. Autonomous deep search runs in parallel — iterative research with an initial evidence report.

  2. Source extraction

    Multi-source search gathers sources by section. The Reader extracts full content, the Reranker picks the top 5 most relevant.

  3. Evidence analysis

    The LLM extracts and classifies facts from all sources: confirmed, single-source, or disputed.

  4. Structure + Generation

    First a plan with target section lengths. Then sections are generated sequentially with the chosen tone and citation style.

  5. Editorial review

    The final stage checks overconfident claims, adds SEO metadata and assembles a full verified source list.

inside a run

what happens inside one run

The agent searches, reads, fact-checks and assembles a cited report on its own — you see the whole process.

source-search
Source extraction 27 / 50
  • ✓Search across research sections
  • ✓Reader extracted full text
  • ✓Reranker picked the top 5
  • Analyzing the next section…
cross-check
Cross-validation facts
  • ✓
    Market share ≈ 64% — confirmed3 sources · [1][4][7]
  • !
    Average order ~$15 — disputedsingle source · [9]
report.md

Food delivery market in Moscow

Top players and market shares

  • Segment leader — 64% of the market [1]
  • Restaurant commission 25–35% [4]
Sources: 52 · confirmed facts: 38
52 sources ~22 min 100% citation
structure

a plan before the text

Before generation the agent builds a report outline with target section lengths — text is never written blindly.

outline.md
Food delivery market in Moscow
H1Introduction and methodology
H2Top market players
H3Market shares
H3Average order value
H2Restaurant commissions
H2Trends and forecast
H2Conclusions
H2Sources
editorial

final proofreading

The last stage cleans up overconfident wording, verifies citations and assembles a vetted source list.

editorial
  • ✓Fact classification verified
  • ✓Overconfident claims softened
  • ✓Duplicate sources removed
  • ✓SEO metadata added
  • Assembling the source list…
  • ○Final proofreading
− experts say the market grew significantly
+ per Reuters, the market grew 18% in 2024 [4]
output

a verifiable report, not a list of links

research.report json
  • "sources"verified primary sources with URLs
  • "evidence"confirmed / single / disputed
  • "citations"footnotes or hyperlinks
  • "format"structured report + tables
  • "export"download or pass to article generation
~/research
$kotia research run
→analyzing 52 sources
→classifying 38 facts
✓report ready · 100% citation
get started

start a research

Describe a topic — the agent decides on its own that deep analysis is needed and assembles a report with sources.