PUBLIC DATA QUALITY DASHBOARD
Data Quality & Research Depth
Completeness scores measure the depth of each Index record. They are not ratings, rankings, endorsements, or judgments about an organization.
500Organizations
8593Sourced facts
1521Canonical sources
77.3Average completeness
80Median completeness
50Priority research records
Core completeness standard
The standard awards 100 possible points across identity, classification, executive relevance, history, headquarters, geography, offerings, industries, semantic evidence, source breadth, fact depth, and freshness. A field only counts when the record contains the value and the applicable evidence requirement is met.
| Criterion | Points | Complete | Needs research | Coverage |
|---|---|---|---|---|
| Identity and description | 5 | 500 | 0 | 100% |
| Primary provider classification | 10 | 450 | 50 | 90% |
| Executive-role relevance | 10 | 468 | 32 | 94% |
| Documented inclusion basis | 5 | 500 | 0 | 100% |
| Founded year | 10 | 95 | 405 | 19% |
| Headquarters | 10 | 92 | 408 | 18% |
| Operating geography | 5 | 382 | 118 | 76% |
| Products, services, programs, or capabilities | 10 | 454 | 46 | 91% |
| Industries served | 5 | 439 | 61 | 88% |
| Evidence-linked semantic profile | 10 | 485 | 15 | 97% |
| Three or more canonical sources | 10 | 434 | 66 | 87% |
| Ten or more source-linked facts | 5 | 448 | 52 | 90% |
| Verified within 12 months | 5 | 500 | 0 | 100% |
Completeness tiers
| Tier | Score | Organizations |
|---|---|---|
| Decision-ready | 80–100 | 410 |
| Substantial | 60–79 | 29 |
| Developing | 40–59 | 17 |
| Basic | 0–39 | 44 |
Priority research queue
P1 contains the next 50 incomplete records selected by editorial research priority, then lowest completeness and fact depth. P2 contains the following 40. Queue position controls research workflow only; it does not rank the organizations.
| Organization | Primary category | Score | Sources | Facts | Research gaps |
|---|---|---|---|---|---|
| Bain & Company | Consulting | 25 | 1 | 1 | Primary provider classification, Executive-role relevance, Founded year, Headquarters, Operating geography, Products, services, programs, or capabilities, Industries served, Three or more canonical sources, Ten or more source-linked facts |
| Bank of America | Banks | 25 | 1 | 1 | Primary provider classification, Executive-role relevance, Founded year, Headquarters, Operating geography, Products, services, programs, or capabilities, Industries served, Three or more canonical sources, Ten or more source-linked facts |
| Blackstone | Private Equity | 25 | 1 | 1 | Primary provider classification, Executive-role relevance, Founded year, Headquarters, Operating geography, Products, services, programs, or capabilities, Industries served, Three or more canonical sources, Ten or more source-linked facts |
| Boston Consulting Group | Consulting | 25 | 1 | 1 | Primary provider classification, Executive-role relevance, Founded year, Headquarters, Operating geography, Products, services, programs, or capabilities, Industries served, Three or more canonical sources, Ten or more source-linked facts |
| Citi | Banks | 25 | 1 | 1 | Primary provider classification, Executive-role relevance, Founded year, Headquarters, Operating geography, Products, services, programs, or capabilities, Industries served, Three or more canonical sources, Ten or more source-linked facts |
| Evercore | Investment Banks | 25 | 1 | 1 | Primary provider classification, Executive-role relevance, Founded year, Headquarters, Operating geography, Products, services, programs, or capabilities, Industries served, Three or more canonical sources, Ten or more source-linked facts |
| EY | Accounting | 25 | 1 | 1 | Primary provider classification, Executive-role relevance, Founded year, Headquarters, Operating geography, Products, services, programs, or capabilities, Industries served, Three or more canonical sources, Ten or more source-linked facts |
| Heidrick & Struggles | Executive Search | 25 | 1 | 1 | Primary provider classification, Executive-role relevance, Founded year, Headquarters, Operating geography, Products, services, programs, or capabilities, Industries served, Three or more canonical sources, Ten or more source-linked facts |
| Houlihan Lokey | Investment Banks | 25 | 1 | 1 | Primary provider classification, Executive-role relevance, Founded year, Headquarters, Operating geography, Products, services, programs, or capabilities, Industries served, Three or more canonical sources, Ten or more source-linked facts |
| HSBC | Banks | 25 | 1 | 1 | Primary provider classification, Executive-role relevance, Founded year, Headquarters, Operating geography, Products, services, programs, or capabilities, Industries served, Three or more canonical sources, Ten or more source-linked facts |
| KPMG | Accounting | 25 | 1 | 1 | Primary provider classification, Executive-role relevance, Founded year, Headquarters, Operating geography, Products, services, programs, or capabilities, Industries served, Three or more canonical sources, Ten or more source-linked facts |
| AgentWeb | Marketing Technology | 35 | 1 | 9 | Founded year, Headquarters, Operating geography, Products, services, programs, or capabilities, Industries served, Evidence-linked semantic profile, Three or more canonical sources, Ten or more source-linked facts |
| Code Conductor | Artificial Intelligence | 35 | 1 | 8 | Founded year, Headquarters, Operating geography, Products, services, programs, or capabilities, Industries served, Evidence-linked semantic profile, Three or more canonical sources, Ten or more source-linked facts |
| Curated Connections | Community Technology | 35 | 1 | 8 | Founded year, Headquarters, Operating geography, Products, services, programs, or capabilities, Industries served, Evidence-linked semantic profile, Three or more canonical sources, Ten or more source-linked facts |
| Everything AI | Artificial Intelligence | 35 | 1 | 8 | Founded year, Headquarters, Operating geography, Products, services, programs, or capabilities, Industries served, Evidence-linked semantic profile, Three or more canonical sources, Ten or more source-linked facts |
| Hacker Dojo | Executive Communities | 35 | 1 | 6 | Founded year, Headquarters, Operating geography, Products, services, programs, or capabilities, Industries served, Evidence-linked semantic profile, Three or more canonical sources, Ten or more source-linked facts |
| OpenWater | Events Technology | 35 | 1 | 7 | Founded year, Headquarters, Operating geography, Products, services, programs, or capabilities, Industries served, Evidence-linked semantic profile, Three or more canonical sources, Ten or more source-linked facts |
| XTrace | AI Infrastructure | 35 | 1 | 8 | Founded year, Headquarters, Operating geography, Products, services, programs, or capabilities, Industries served, Evidence-linked semantic profile, Three or more canonical sources, Ten or more source-linked facts |
| Velixar AI | AI Infrastructure | 40 | 1 | 11 | Founded year, Headquarters, Operating geography, Products, services, programs, or capabilities, Industries served, Evidence-linked semantic profile, Three or more canonical sources |
| Paygentic | CFO Technology | 45 | 1 | 6 | Founded year, Headquarters, Operating geography, Products, services, programs, or capabilities, Industries served, Three or more canonical sources, Ten or more source-linked facts |
| Indian Hills Advisors | M&A Advisors | 55 | 3 | 9 | Founded year, Headquarters, Operating geography, Products, services, programs, or capabilities, Industries served, Ten or more source-linked facts |
| Chameleon Ventures | Venture Capital | 60 | 1 | 9 | Founded year, Headquarters, Operating geography, Three or more canonical sources, Ten or more source-linked facts |
| Atomic Zero | Cybersecurity | 65 | 1 | 16 | Founded year, Headquarters, Operating geography, Three or more canonical sources |
| Capital IP Investment Partners | Venture Capital | 65 | 1 | 14 | Founded year, Headquarters, Operating geography, Three or more canonical sources |
| CounterRun.ai | AI Security | 65 | 2 | 12 | Founded year, Headquarters, Operating geography, Three or more canonical sources |
| Harden | AI Security | 65 | 1 | 23 | Founded year, Headquarters, Operating geography, Three or more canonical sources |
| Nanostar Ventures | Venture Capital | 65 | 1 | 15 | Founded year, Headquarters, Operating geography, Three or more canonical sources |
| Open Batch | Executive Communities | 65 | 1 | 15 | Founded year, Headquarters, Operating geography, Three or more canonical sources |
| Pipe | Fintech | 70 | 2 | 20 | Headquarters, Evidence-linked semantic profile, Three or more canonical sources |
| AegisAI | Email Security | 75 | 5 | 36 | Founded year, Headquarters, Operating geography |
| Agentrys | Artificial Intelligence | 75 | 4 | 16 | Founded year, Headquarters, Operating geography |
| Applitools | Enterprise Technology | 75 | 3 | 17 | Headquarters, Operating geography, Evidence-linked semantic profile |
| Atlas Cloud AI | AI Infrastructure | 75 | 4 | 22 | Founded year, Operating geography, Evidence-linked semantic profile |
| Axari Technologies, Inc. | Cybersecurity | 75 | 3 | 20 | Founded year, Headquarters, Operating geography |
| BrightTower | Investment Banks | 75 | 3 | 16 | Founded year, Headquarters, Operating geography |
| Compose AI | Artificial Intelligence | 75 | 3 | 16 | Founded year, Headquarters, Operating geography |
| Finrep | CFO Technology | 75 | 3 | 19 | Founded year, Headquarters, Operating geography |
| HackZero.ai | Cybersecurity | 75 | 3 | 19 | Founded year, Operating geography, Evidence-linked semantic profile |
| HG Insights | Research Firms | 75 | 4 | 22 | Founded year, Operating geography, Evidence-linked semantic profile |
| Hiive | Private Market Infrastructure | 75 | 5 | 17 | Founded year, Headquarters, Operating geography |
| Next47 | Venture Capital | 75 | 3 | 18 | Founded year, Headquarters, Operating geography |
| One Way Ventures | Venture Capital | 75 | 3 | 16 | Founded year, Headquarters, Operating geography |
| OptimHire | Recruiting | 75 | 3 | 19 | Founded year, Headquarters, Operating geography |
| PayZen | Fintech | 75 | 4 | 18 | Founded year, Headquarters, Operating geography |
| Pulley | Equity Management | 75 | 4 | 19 | Founded year, Headquarters, Operating geography |
| Qognitive | Artificial Intelligence | 75 | 3 | 15 | Founded year, Headquarters, Operating geography |
| Rho | Banking Platforms | 75 | 4 | 20 | Founded year, Headquarters, Operating geography |
| ShareVault | Private Market Infrastructure | 75 | 4 | 17 | Founded year, Headquarters, Operating geography |
| Transform | Executive Communities | 75 | 3 | 17 | Founded year, Headquarters, Operating geography |
| Verano Capital Partners | Investment Advisory | 75 | 4 | 15 | Founded year, Headquarters, Operating geography |
The complete queue for all 500 organizations is available in JSON and CSV.
Coverage and freshness
| Verified entities | 497 |
|---|---|
| Average sourced facts/entity | 17.19 |
| Median sourced facts/entity | 16 |
| Entities with 5+ facts | 475 |
| Entities with 10+ facts | 448 |
| Entities with 20+ facts | 97 |
| Primary-source fact coverage | 99% |
| Volatile facts with as-of date | 101 |
| Stale facts | 0 |
| Conflicting facts | 0 |
| Missing headquarters | 408 |
| Missing founding year | 405 |
Fact-density distribution
| Facts per entity | Entities |
|---|---|
| 0–2 | 16 |
| 3–5 | 14 |
| 6–10 | 22 |
| 11–20 | 359 |
| 20+ | 97 |
Methodology
Generated from canonical facts, sources, relationships and derived intelligence in dataset 0.9.7 on 2026-08-12. Missing values remain unknown and create a research gap; they are never interpreted as evidence that a capability is absent.