Next
Better source visibility
Show more field-level timestamps, provider freshness, and coverage notes beside quote-page scores so readers can see which inputs were current when the score was built.
Continuous improvement
The TECHi Intelligence roadmap.
TECHi Intelligence is not a finished black box. It is a public research system that should get clearer, better sourced, and more useful as the app matures. This roadmap shows what is live now, what we are improving next, and what will stay off-limits.
Current model v1.0 · Last reviewed May 28, 2026
Live in v1.0
Public factor weights and stance bands
Confidence adjustment when input coverage is thin
Missing-data rules that pull uncertain scores toward neutral
Reader limitations that separate research screens from advice
What improves next
Next
Score movement explanations
Add concise before-and-after notes when a score changes materially after earnings, filings, estimate revisions, or sharp price moves.
Planned
Longer validation windows
Expand score validation across 30, 90, and 180-day horizons as more locked snapshots mature. Accuracy claims will only appear after enough stored history exists.
Planned
Sector-aware calibration
Tune risk and valuation bands by sector so software, semiconductors, banks, utilities, ETFs, and crypto-linked equities are not judged by one blunt yardstick.
Research
Reader-facing change log
Publish plain-English notes for material model updates, including what changed, why it changed, and which pages may show different scores afterward.
Guardrails
No fake precision
A cleaner interface must never hide weak coverage, stale inputs, or a missing filing.
Best available data
TECHi will keep improving provider coverage, filing reads, and derived fields, but the page must still tell readers when the best available input is imperfect.
Versioned changes
Material changes to weights, bands, validation, or confidence rules should land with a version note instead of disappearing into the codebase.