Roadmap

The full build log

Every Korpora card, shipped and queued, the complete set. The home dashboard shows only the mindshare-moving subset (published measurements and agent surfaces); this page is everything, including the internal build, data-layer, security, and methodology work.

Active

14 cards

View:

Shipped

29 cards

View:

The full build log

Active

Append-only Korpus: start the irreproducible longitudinal record now

Measure + publish: Pinecone (Vector database)

Measure + publish: Eight Sleep (Smart bed / sleep tech)

Ship Vector DB + AI Gateway categories on Korpora Index v1.5

Closed-loop attribution: customer-side aggregation, no raw-data egress (paid engagement)

Lift-forecast model: quantify cards from closed-loop outcome data

Honest prospect notification: value-first, role-address-only, human-approved (shelved)

Publish the WorkWhile finding as an X thread + HN post

Publish the SSENSE luxury-mindshare finding as an X thread + HN post

Dogfood the citation-surface fix on korpora.ai: schema.org + expand llms.txt and the public MCP

Add a native-advertising data channel to cross-channel measurement (evaluating AdPlexity)

Measure + publish: Milvus / Zilliz (Vector database)

Measure + publish: Vanta (Compliance automation)

Measure + publish: Substack (Newsletter / publishing platform)

Shipped

Cold-start AI mindshare baseline: 0/72 organic cells, last of 6 AEO vendors measured

Monorepo foundation: Next.js + libSQL + sidecar package

MCP server detection + scoring engine (MCPRank era)

Sidecar data layer: brands, subjects, observations, runs

Cross-channel data connectors: HN, Reddit, GitHub, arXiv (+ Twitter via Xquik)

Per-call cost tracking across LLM, ScraperAPI, Xquik

Statistical rigor pass: Wilson CIs, training cutoffs, velocity intervals

Multi-round query batteries for cross-round measurement honesty

Layer 1 SDK: sandboxed customer integration (replaces per-event MCP tool)

Customer-facing MCP route + scope isolation + token hashing

Card-execution MCP ping-back: schema, tool, dashboard status + log

WorkWhile published case study (v1 technical + v2 sales-leader re-frame)

Multi-rebrand arc: MCPRank → AgentBFF → Agent BFF → Jason → Korpora

Korpora-on-Korpora v3 measurement: our own dogfooding cold-start

Homepage hero: terminal chart + four-metric framework

Methodology page: cross-channel approach + Layer 1 recipe

Korpora Index v1: public methodology-disclosed leaderboard

WorkWhile operator dashboard: cards + engineer prompts + execution log

/bot-tracking: customer-side install snippets

Public MCP server at /api/public/mcp (six read tools, no auth)

DataForSEO comprehensive AI-mindshare pull infrastructure

TikTok + Instagram organic-engagement connectors (Apify clockworks/instagram)

SSENSE v1 dashboard: five-stream cross-channel measurement against luxury fashion ecommerce

Pierre-readiness pass: Wilson CIs everywhere, brand-risk callouts, competitor-as-subject v2 batteries

AskKorpora live AI chat: per-dashboard context isolation, hallucination disclaimer, ops Slack audit

Model panel expansion: Codex dropped from non-developer verticals, panel made vertical-matched

$10M ARR floor + prospect-qualification reframe + two-step 'How we work'

Standardised customer dashboard CTA pattern: AskKorpora + application form

Pulled public pricing; engagement terms scoped per brand