Disclaimer: Independent product / portfolio work by Kaushal Khodifad. Not a live commercial product.return to portfolio
Disclaimer: Independent product / portfolio work by Kaushal Khodifad.
Centerpiece · Engine A

The Whitespace Engine

Six weight sliders define your view of what wins. Move one and every vendor's moat recomputes as a normalized weighted sum - the bars reorder, the scatter dots migrate, and the inspector below re-derives the math for the selected vendor, anchored to the cited corpus. Nothing here is a baked rank.

Weight model

Weights normalize to 100% (share-of-wallet). Drag any axis and the field recomputes live.

Agent readiness22%
Governance & trust20%
Data gravity18%
Ecosystem / MCP16%
Delivery proof14%
Pricing access100% est.10%

The math is a glass box; the inputs are not all fact: 83/162 sub-score cells are analyst-judged. Stress-test them →

Preset lenses

Each lens just sets the six weights - proof the ranking is a function of assumptions.

Vendor moat - live weighted sum
moat(v) = Σ wₖ · Sₖ · click a bar to inspect the waterfall
Capability vs moat
x = can it act · y = weighted moat · bubble = data gravity
Real & defensibleLegacy gravityAgentwashNichecapability →moat →EvoluteIQ
EvoluteIQself-entry · same formulaData Fabric
moat
64.8

$53M Baird-led growth (Sep 2025) · Agentic Mesh + AI Workbench

AxisSub-scoreWeightContributionProvenance
Agent readiness
Ships real multi-step reasoning & agents - not 'agentwash'.
7422%16.3
synthesis#11
EvoluteIQ product positioning + PrePost GenAI stack-coverage judgment
Governance & trust
Lineage, purpose-based access, masking, policy enforcement.
7020%14.0
synthesis#11
EvoluteIQ product positioning + PrePost GenAI stack-coverage judgment
Ecosystem / MCP
MCP-native context layer + partner & model gravity.
5816%9.3
synthesis#11
EvoluteIQ product positioning + PrePost GenAI stack-coverage judgment
Data gravity
Where the data already lives - switching cost & default home.
4818%8.6
estimate
Delivery proof
Shipped outcomes & logos vs slideware.
6014%8.4
cited#10
Baird Capital / EvoluteIQ / YourStory / Tech.eu
Pricing access
Mid-market reachability (inverse of enterprise-only lock-in).
8210%8.2
estimate

EvoluteIQ's sub-scores are the author's research estimates, scored on the same formula as every other vendor and plotted as a peer dot. Drag the sliders to test how sensitive its ranking is to your assumptions.

↑ Independent product by Kaushal Khodifad. PrePost GenAI is a personal project / portfolio piece in the agentic data & analytics competitive whitespace space. Not a live commercial product. Data is illustrative.

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