Pith Number

pith:GZP5O27U

pith:2026:GZP5O27UBYIG5F2ZGWLI23VTO5

not attested not anchored not stored refs resolved

Intelligence Impact Quotient (IIQ): A Framework for Measuring Organizational AI Impact

Amit Bahree, Chandan Rajah, Federico Castanedo, Larry Murray, Neha Sengupta, Ramesh Krishnan Muthukrishnan, Robin Mills

The Intelligence Impact Quotient combines novelty-weighted token stock with usage frequency, leverage, task complexity, and autonomy to yield comparable 0-1000 scores of AI integration depth.

arxiv:2605.14455 v1 · 2026-05-14 · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GZP5O27UBYIG5F2ZGWLI23VTO5}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Claims

C1strongest claim

The formulation produces a raw Intelligence Adoption Index (IAI) and a normalized 0-1000 IIQ index for comparison between heterogeneous users and units.

C2weakest assumption

That the chosen combination of novelty-weighted token stock, usage frequency, leverage, complexity, and autonomy accurately quantifies integration depth and impact without post-hoc fitting or external validation against real outcomes.

C3one line summary

IIQ is a new 0-1000 normalized index that measures organizational AI impact via a novelty-weighted, time-decayed token stock plus usage frequency, leverage, complexity, and autonomy factors.

References

9 extracted · 9 resolved · 1 Pith anchors

[1] Anthropic Economic Research. 2026. Anthropic Economic Index: New building blocks for understanding AI use. https://www.anthropic.com/research/economic-index-primitives 2026

[2] Anthropic Economic Research. 2025. Anthropic Economic Index: AI's impact on software development. https://www.anthropic.com/research/impact-software-development 2025

[3] Miles McCain et al. 2026. Measuring AI agent autonomy in practice. Anthropic. https://www.anthropic.com/research/measuring-agent-autonomy 2026

[4] 2025.Char- acterizing AI Agents for Alignment and Gover- nance 2025

[5] Thomas Kwa, Ben West, Joel Becker, et al. 2025. Measuring AI Ability to Complete Long Tasks. METR. https://metr.org/blog/2025-03-19-measuring-ai-ability-to-complete-long-tasks/ 2025

Receipt and verification

First computed	2026-05-17T23:39:06.846144Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

365fd76bf40e106e975935968d6eb3775f03dd8afb6c8b00fa0efae5c74aea4e

Aliases

arxiv: 2605.14455 · arxiv_version: 2605.14455v1 · doi: 10.48550/arxiv.2605.14455 · pith_short_12: GZP5O27UBYIG · pith_short_16: GZP5O27UBYIG5F2Z · pith_short_8: GZP5O27U

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/GZP5O27UBYIG5F2ZGWLI23VTO5 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 365fd76bf40e106e975935968d6eb3775f03dd8afb6c8b00fa0efae5c74aea4e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6b6ffc809ae6288ceb0b8440f65e9ffa62c5fd4d1fead4a27b1b57476951613b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-05-14T06:51:20Z",
    "title_canon_sha256": "2492d72ee45351340e3f638fc1aea3375d96f0c6686e1e8672a10e56aac77045"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.14455",
    "kind": "arxiv",
    "version": 1
  }
}