Three Confidence States for Field Sentiment
CoDomain distinguishes between three states for the discourse corpus backing each frame’s field sentiment read.Validated sentiment
The discourse corpus cleared the minimum publication threshold: n≥20 sourced statements within the 90-day rolling window. The sentiment distribution is statistically meaningful within CoDomain’s methodology.
Directional only
A corpus is present but below threshold. Figures are indicative, not validated. The direction signal may be correct, but it carries more uncertainty than a validated read.
Insufficient signal
The corpus is absent or too sparse for any responsible inference. The frame is held or marked accordingly rather than published with a manufactured direction.
Spend Confidence: Ranges, Not Point Estimates
CoDomain never expresses spend as a single number. Every spend figure is a range with a confidence band. The width of the band reflects the quality and tier of the underlying sources.| Source tier | Band width | Interpretation |
|---|---|---|
| Tier 1 — Primary financial disclosures (SEC filings, disclosed ARR, earnings calls) | Narrower | Higher-confidence estimate derived from direct financial evidence |
| Tier 2 — Analyst reports (Grand View Research, Mordor Intelligence, MarketsandMarkets, etc.) | Wider | Estimate derived from third-party research methodologies |
| Tier 3 — Procurement signal (CIO surveys, spending surveys) | Widest | Indicative procurement signal; useful for directional reads |
Low confidence doesn’t mean wrong — it means the estimate carries more uncertainty and should be read with proportionally more caution.
The 90-Day Rolling Window
The 90-day rolling window is the corpus measurement period for field sentiment. CoDomain counts sourced practitioner statements that fall within the 90 days prior to the frame’s publication date. Statements outside that window do not count toward the publication threshold. Why a rolling window matters:- It ensures field sentiment reflects current practitioner experience, not historical discourse that may no longer be relevant.
- It prevents a single high-volume period — a conference, a product launch, a viral post — from permanently inflating the corpus for a pattern that has since gone quiet.
- It means that if a pattern stops generating practitioner discourse, its confidence state will decline on the next refresh, which is itself a meaningful signal.
The Spend Data Lag
A frame marked “accelerating trajectory” reflects the direction of capital commitment, not confirmed deployment velocity. The field sentiment signal is more current — practitioner discourse responds to real-world experience faster than financial disclosures do — which is why divergence between the two signals is itself meaningful information. When you see a Capital ahead direction, part of that gap may be explained by the lag: capital committed two quarters ago hasn’t yet produced the practitioner experience that would generate enthusiastic field sentiment. Keep the lag in mind when interpreting direction labels, especially in fast-moving patterns.Applying Confidence to Your Decisions
Use confidence flags to calibrate — not to discount. A Directional only frame is not worthless. It means the evidence points in a direction but the corpus hasn’t yet reached the validation threshold. If the direction aligns with other signals you’re tracking, it may still be decision-relevant. A practical approach:Check the confidence flag first
Before reading the direction or verdict, note whether the frame is Validated, Directional only, or Insufficient signal. This sets your uncertainty budget for what follows.
Read the spend band width
Narrow bands (Tier 1-backed) warrant more weight than wide bands (Tier 2 or Tier 3 only). If the spend figure spans a wide range, factor that into how much you rely on it for a specific investment or deployment decision.
Account for the data lag
Add approximately two quarters to the spend signal timeline. If the frame shows accelerating spend, the practitioner experience that follows that capital is likely still forming. Field sentiment, when it clears threshold, will confirm or contradict the trajectory.
Combine with your own context
CoDomain frames are market-level reads. Your specific customer segment, geography, and use case may sit at a different point in the curve than the aggregate signal suggests. Use confidence flags to know where the aggregate signal is strong enough to rely on and where you need to supplement with primary research.