DocfuAI
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For lead analysts & chief decision-makers

The questions you walk in with, answered with receipts.

Test a question, pressure a thesis, or compare scenarios. Docfu returns a defensible answer with source lineage and certification behind it.

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Provenance-tracked, fitness-certified, and reviewer-gated before findings are accepted.
Supplier risk · rare-earth concentration
CRO
Chief Risk Officer
at a regional bank
The question I couldn't answer
How concentrated is our SE Asia loan book in rare-earth processing — and if a single province tightens export permits for sixty days, which facilities lose input redundancy first?
Outcome
A facility-level concentration ranking with time-to-redundancy-loss per site — something defensible for the next stress-test review.
Inside Docfu · sample run
~ 14 min · 12 sources · 4 assets
›SE Asia rare-earth facilities · export permit shock · 60d redundancy
Query analysisAsset discoveryCurationCertificationHypothesis test
Purpose locked up front · reviewer gate before findings land
Asset
Fitness
Top dim.
Rare-earth processing facility registry
fully fit
completeness 0.96
Provincial export permit history
conditionally fit
temporal 0.77
Input-source concentration index
fully fit
accuracy 0.92
Substitute supplier lead times
marginally fit
single source
Hypothesis · M8 · supported
3 facilities lose redundancy within 60 days of permit tightening
fit-rate
81%
Regime · EU industrial electricity
LMA
Lead Macro Analyst
at a sovereign wealth fund
The question I couldn't answer
Has EU industrial electricity cost behaved differently from the US and China since 2022 — and does the gap explain any of the manufacturing output divergence we're seeing?
Outcome
A side-by-side price series with a tested co-movement hypothesis — enough to frame the allocation conversation with evidence.
Inside Docfu · sample run
~ 14 min · 12 sources · 4 assets
›EU vs US vs China industrial electricity · 2022–2025 · output divergence
Query analysisAsset discoverySynthesisCurationHypothesis test
Purpose locked up front · reviewer gate before findings land
Asset
Fitness
Top dim.
EU industrial electricity prices · monthly
fully fit
temporal 0.97
US industrial energy cost index
fully fit
completeness 0.93
China manufacturing power tariff panel
conditionally fit
geo 0.72
Industrial output index · 3-region
fully fit
accuracy 0.91
Hypothesis · M8 · supported
EU electricity premium explains 30–40% of output gap vs US post-2022
fit-rate
76%
Disruption pattern · chokepoint co-movement
HGR
Head of Geopolitical Research
at a reinsurer
The question I couldn't answer
Red Sea, Panama, Black Sea — are port disruptions across these three chokepoints becoming correlated? If two activate simultaneously, how does that change our cargo exposure model?
Outcome
A conditional co-occurrence estimate for dual-chokepoint activation — a number to put into the PML model alongside the marginal rates.
Inside Docfu · sample run
~ 14 min · 12 sources · 4 assets
›Red Sea · Panama · Black Sea · disruption co-occurrence · 2022–2026
Query analysisAsset discoveryEvidence triageCurationCertificationHypothesis test
Purpose locked up front · reviewer gate before findings land
Asset
Fitness
Top dim.
Port disruption event log · 3 routes
fully fit
completeness 0.94
Transit volume index · weekly
fully fit
completeness 0.89
Cargo rerouting cost panel
conditionally fit
completeness 0.68
Geopolitical incident register
fully fit
accuracy 0.92
Hypothesis · M8 · supported
Chokepoint disruptions are not independent — dual-activation P > 0.3
fit-rate
84%
Supply risk · API export controls
DoS
Director of Strategy
at a global pharma company
The question I couldn't answer
If India tightens API export controls for the molecules in our top-20 formulary, which products lose their primary source — and how long until a qualified alternate is ready?
Outcome
A product-level redundancy map with time-to-alternate per molecule — something to take into the next supply risk committee.
Inside Docfu · sample run
~ 14 min · 12 sources · 4 assets
›India API export controls · top-20 formulary · alternate source readiness
Query analysisAsset discoveryCurationFallback retrievalCertification
Purpose locked up front · reviewer gate before findings land
Asset
Fitness
Top dim.
India API export policy history
fully fit
completeness 0.98
Formulary → API source mapping
fully fit
accuracy 0.94
Alternate supplier qualification log
conditionally fit
temporal 0.73
Time-to-qualify estimates · DMF status
marginally fit
single source
Hypothesis · M8 · supported
6 of top-20 products have no qualified alternate within 90 days
fit-rate
88%
Who reaches for Docfu

The person who has to be right by Tuesday.

Heads of research, lead analysts, strategy directors, portfolio leads. The people whose hands stay on the data — because the next decision depends on the answer being defensible, not just plausible.

They don't need a chatbot. They need a way to validate a hypothesis against fast-changing macro, geo-political events, and a series of small signals — and walk into the room with a defensible asset list, not a paragraph.

Validate a what-if
Stress an input-cost or supply tightening across the segments in your book without rebuilding the model.
Pattern-detect
Test whether four disruptions are one story or four. Get a conditional probability, not a vibe.
Re-anchor a thesis
Re-test a half-life or a regime when the macro moves. Same query, fresh certificates.
Defend the answer
Every asset arrives with a fitness level, conditions, and a certificate ID an auditor can resolve.
What runs underneath

A governed research workflow.

Start with a question, let the workflow assemble evidence, and use reviewer gates to decide what becomes a certified finding.

Query analysis
Purpose locked
Domain, geography, temporal scope, hypotheses. The fitness baseline against which every asset will be scored.
Asset discovery
Discovery → triage
Search expanded against the historical compliance pattern for this domain. Triaged for relevance and provenance.
Curation gate
Hypothesis parameters
Each asset receives a fitness level, per-dimension scores, and any conditions. Reviewer approval is required before final findings are accepted.
Certification
Certificate ID stamped
Durable, externally-resolvable. Your auditor can verify a finding without ever logging into the workspace.
Modelling gate
Hypothesis tested
Hypotheses backed primarily by marginally-fit assets are flagged. Reviewer signs off, or asks for changes.

The next what-if you turn over — answer it with a certificate.

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