# AI Accuracy Benchmark: askIQ vs 8 AI Models on ETF Numbers

> askIQ (ETFIQ) answered 99% of 100 ETF questions dated Oct 29, 2026 correctly. Every number scored against ETFIQ data.

Data as of Oct 29, 2026. Rebuilt every trading night.

AI accuracy benchmark, questions dated Oct 29, 2026.

## AI accuracy benchmark: do assistants get ETF numbers right?

On 100 ETF questions dated Oct 29, 2026, askIQ (ETFIQ) answered 99% correctly; GPT-6 Astra + web search answered 92%.

100 questions

9 systems measured

493 answers that gave a number

### Scores

| System | Answers correct | Right when it gave a number | Refused |
| --- | --- | --- | --- |
| askIQ (ETFIQ) | 99% of 100 ( 95% to 100% ) | 100% of 99 ( 96% to 100% ) | 1 |
| GPT-6 Astra + web search | 92% of 100 ( 85% to 96% ) | 93% of 99 ( 86% to 97% ) | 0 |
| Gemini 4 Argon + Google Search | 78% of 100 ( 69% to 85% ) | 78% of 100 ( 69% to 85% ) | 0 |
| Perplexity Sonar | 75% of 100 ( 66% to 82% ) | 80% of 94 ( 71% to 87% ) | 6 |
| GPT-6 Astra | 26% of 100 ( 18% to 35% ) | 90% of 29 ( 74% to 96% ) | 71 |
| Claude Opus 5.5 | 22% of 100 ( 15% to 31% ) | 92% of 24 ( 74% to 98% ) | 76 |
| Gemini 4 Argon | 17% of 100 ( 11% to 26% ) | 100% of 17 ( 82% to 100% ) | 83 |
| Claude Haiku 5.5 | 16% of 100 ( 10% to 24% ) | 89% of 18 ( 67% to 97% ) | 82 |
| Claude Sonnet 5.5 | 12% of 100 ( 7% to 20% ) | 92% of 13 ( 67% to 99% ) | 87 |

### Systems

- askIQ (ETFIQ): model claude-sonnet-5-5, answered Oct 30, 2026, run cost $1.89

- GPT-6 Astra + web search: model gpt-6-astra, answered Oct 30, 2026, run cost $22.79

- Gemini 4 Argon + Google Search: model gemini-4-argon, answered Oct 30, 2026, run cost $2.91

- Perplexity Sonar: model sonar (Agent API effort fast), answered Oct 30, 2026, run cost $0.21

- GPT-6 Astra: model gpt-6-astra, answered Oct 30, 2026, run cost $1.05

- Claude Opus 5.5: model claude-opus-5-5, answered Oct 30, 2026, run cost $0.91

- Gemini 4 Argon: model gemini-4-argon, answered Oct 30, 2026, run cost $0.12

- Claude Haiku 5.5: model claude-haiku-5-5, answered Oct 30, 2026, run cost $0.02

- Claude Sonnet 5.5: model claude-sonnet-5-5, answered Oct 30, 2026, run cost $0.31

### Questions and answers

| Question | ETFIQ data | askIQ (ETFIQ) | GPT-6 Astra + web search | Gemini 4 Argon + Google Search | Perplexity Sonar | GPT-6 Astra | Claude Opus 5.5 | Gemini 4 Argon | Claude Haiku 5.5 | Claude Sonnet 5.5 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ALTY 1-year total return, Oct 29, 2026 | 6.766% | 6.8% ✓ | 6.7% ✓ | 5.83% ✗ | 6.7% ✓ | Refused | Refused | Refused | Refused | Refused |
| GMOD 1-year total return, Oct 29, 2026 | 11.79% | 11.8% ✓ | 11.78% ✓ | 10.94% ✗ | Refused | Refused | Refused | Refused | Refused | Refused |
| CAOS 1-year total return, Oct 29, 2026 | 1.523% | 1.5% ✓ | 1.52% ✓ | 1.36% ✗ | 1.52% ✓ | Refused | Refused | Refused | Refused | Refused |
| DBMF 1-year total return, Oct 29, 2026 | 21.63% | 21.6% ✓ | 21.64% ✓ | 21.63% ✓ | 21.8% ✗ | Refused | Refused | Refused | Refused | Refused |
| FCOR 1-year total return, Oct 29, 2026 | −1.703% | −1.7% ✓ | −2.89% ✗ | −2.25% ✗ | −1.7% ✓ | Refused | Refused | Refused | Refused | Refused |
| FEMB 1-year total return, Oct 29, 2026 | 2.326% | 2.3% ✓ | 2.33% ✓ | 2.2% ✓ | 2.3% ✓ | Refused | Refused | Refused | Refused | Refused |
| IMAR 1-year total return, Oct 29, 2026 | 4.669% | 4.7% ✓ | 4.6% ✓ | 4.65% ✓ | 4.35% ✗ | Refused | Refused | Refused | Refused | Refused |
| NJUN 1-year total return, Oct 29, 2026 | 5.186% | 5.2% ✓ | 5.19% ✓ | 5.14% ✓ | 6% ✗ | Refused | Refused | Refused | Refused | Refused |
| BWET 1-year total return, Oct 29, 2026 | 5106% | 5106% ✓ | 5106% ✓ | 5105% ✗ | 5120% ✗ | Refused | Refused | Refused | Refused | Refused |
| CMDY 1-year total return, Oct 29, 2026 | 34.44% | 34.4% ✓ | 34.44% ✓ | 34.27% ✗ | Refused | Refused | Refused | Refused | Refused | Refused |
| DOJE 1-year total return, Oct 29, 2026 | −59.67% | −59.7% ✓ | −59.67% ✓ | −60.3% ✗ | −59.8% ✓ | Refused | Refused | Refused | Refused | Refused |
| AIYY 1-year total return, Oct 29, 2026 | −40% | −40% ✓ | −40.84% ✗ | −39.85% ✗ | −41.46% ✗ | Refused | Refused | Refused | Refused | Refused |
| BOEU 1-year total return, Oct 29, 2026 | −48.4% | −48.4% ✓ | −48.41% ✓ | −52.75% ✗ | −49.6% ✗ | Refused | Refused | Refused | Refused | Refused |
| BUYO 1-year total return, Oct 29, 2026 | 24.78% | 24.8% ✓ | 24.77% ✓ | 24.77% ✓ | Refused | Refused | Refused | Refused | Refused | Refused |
| ARKX 1-year total return, Oct 29, 2026 | −1.243% | −1.2% ✓ | −1.24% ✓ | −1.24% ✓ | −1.24% ✓ | Refused | Refused | Refused | Refused | Refused |
| AFIF 12-month yield, Oct 29, 2026 | 4.124% | 4.1% ✓ | 4.1% ✓ | 3.86% ✗ | 3.86% ✗ | Refused | Refused | Refused | Refused | Refused |
| BSMQ 12-month yield, Oct 29, 2026 | 2.75% | 2.7% ✓ | 2.75% ✓ | 2.75% ✓ | 2.8% ✓ | Refused | Refused | Refused | Refused | Refused |
| COYY 12-month yield, Oct 29, 2026 | 42.87% | 42.9% ✓ | 42.9% ✓ | 42.87% ✓ | Refused | Refused | Refused | Refused | Refused | Refused |
| EIPI 12-month yield, Oct 29, 2026 | 7.677% | 7.7% ✓ | 7.68% ✓ | 7.68% ✓ | 7.7% ✓ | Refused | Refused | Refused | Refused | Refused |
| BBC 12-month yield, Oct 29, 2026 | 2.067% | 2.1% ✓ | 2.07% ✓ | 2.07% ✓ | 2.07% ✓ | Refused | Refused | Refused | Refused | Refused |
| DIEM 12-month yield, Oct 29, 2026 | 3.366% | 3.4% ✓ | 3.37% ✓ | 3.39% ✓ | 3.53% ✗ | Refused | Refused | Refused | Refused | Refused |
| APRW buffer cap, Apr 1, 2026 | 11.89% | 11.9% ✓ | 11.89% ✓ | 11.89% ✓ | 10% ✗ | Refused | Refused | Refused | Refused | Refused |
| BALT buffer cap, Sep 30, 2026 | 2.42% | 2.4% ✓ | 2.42% ✓ | 2.42% ✓ | 2.42% ✓ | Refused | Refused | Refused | Refused | Refused |
| DDFL buffer size, Jun 30, 2026 | 15% | 15% ✓ | 15% ✓ | 15% ✓ | 15% ✓ | 15% ✓ | 15% ✓ | 15% ✓ | 15% ✓ | Refused |
| DDFM buffer size, Feb 28, 2026 | 15% | 15% ✓ | 15% ✓ | 15% ✓ | 15% ✓ | 15% ✓ | 15% ✓ | 15% ✓ | 15% ✓ | Refused |
| AOA expense ratio, Nov 21, 2025 | 0.15% | 0.15% ✓ | 0.15% ✓ | 0.15% ✓ | 0.15% ✓ | 0.15% ✓ | 0.15% ✓ | 0.15% ✓ | 0.15% ✓ | Refused |
| DPRE expense ratio, Dec 22, 2025 | 0.59% | 0.59% ✓ | 0.59% ✓ | 0.59% ✓ | 0.59% ✓ | Refused | Refused | Refused | Refused | Refused |
| CAOS expense ratio, Jan 28, 2026 | 0.63% | 0.63% ✓ | 0.63% ✓ | 0.63% ✓ | 0.63% ✓ | 0.63% ✓ | 0.63% ✓ | Refused | Refused | Refused |
| CTAP expense ratio, Dec 3, 2025 | 0.1% | 0.1% ✓ | 0.1% ✓ | 0.1% ✓ | 0.1% ✓ | Refused | Refused | Refused | Refused | Refused |
| BSMW expense ratio, Dec 18, 2025 | 0.18% | 0.18% ✓ | 0.18% ✓ | 0.18% ✓ | 0.18% ✓ | 0.18% ✓ | 0.18% ✓ | Refused | Refused | Refused |
| CVSB expense ratio, Jan 28, 2026 | 0.24% | 0.24% ✓ | 0.24% ✓ | 0.24% ✓ | 0.24% ✓ | 0.24% ✓ | 0.24% ✓ | Refused | Refused | Refused |
| BUFS expense ratio, Dec 29, 2025 | 1.01% | 1.01% ✓ | 1% ✗ | 1.01% ✓ | 1.01% ✓ | 0.95% ✗ | 0.99% ✗ | Refused | 0.82% ✗ | Refused |
| DDFF expense ratio, Oct 29, 2026 | 0.79% | 0.79% ✓ | 0.79% ✓ | 0.79% ✓ | 0.79% ✓ | Refused | Refused | Refused | Refused | Refused |
| CMDT expense ratio, Oct 24, 2025 | 0.65% | 0.65% ✓ | 0.65% ✓ | 0.65% ✓ | 0.65% ✓ | 0.65% ✓ | 0.65% ✓ | Refused | Refused | Refused |
| COMD expense ratio, Feb 26, 2026 | 0.55% | 0.55% ✓ | 0.55% ✓ | 0.55% ✓ | 0.55% ✓ | Refused | Refused | Refused | Refused | Refused |
| BTCW expense ratio, Aug 12, 2026 | 0.25% | 0.25% ✓ | 0.25% ✓ | 0.25% ✓ | 0.25% ✓ | 0.25% ✓ | Refused | Refused | Refused | Refused |
| CLNK expense ratio, Sep 28, 2026 | 0.34% | 0.34% ✓ | 0.34% ✓ | 0.34% ✓ | 0.34% ✓ | Refused | Refused | Refused | Refused | Refused |
| APRJ expense ratio, Apr 1, 2026 | 0.79% | 0.79% ✓ | 0.79% ✓ | 0.79% ✓ | 0.79% ✓ | 0.79% ✓ | Refused | Refused | Refused | Refused |
| BIOY expense ratio, Oct 27, 2025 | 1.07% | 1.07% ✓ | 1.07% ✓ | 1.07% ✓ | 1.07% ✓ | 1.15% ✗ | 0.99% ✗ | Refused | Refused | Refused |
| AVAZ expense ratio, May 15, 2026 | 1.85% | 1.85% ✓ | 1.85% ✓ | 1.85% ✓ | 1.85% ✓ | Refused | Refused | Refused | Refused | Refused |
| BRKL expense ratio, Jun 29, 2026 | 0.45% | 0.45% ✓ | 0.45% ✓ | 0.45% ✓ | 0.45% ✓ | Refused | Refused | Refused | Refused | Refused |
| AFOS expense ratio, Sep 23, 2026 | 0.46% | 0.46% ✓ | 0.46% ✓ | 0.45% ✗ | 0.46% ✓ | Refused | Refused | Refused | Refused | Refused |
| BKEM expense ratio, Feb 27, 2026 | 0.11% | 0.11% ✓ | 0.11% ✓ | 0.11% ✓ | 0.11% ✓ | 0.11% ✓ | 0.11% ✓ | Refused | Refused | Refused |
| AOTG expense ratio, Oct 2, 2026 | 0.75% | 0.75% ✓ | 0.75% ✓ | 0.75% ✓ | 0.75% ✓ | 0.75% ✓ | Refused | Refused | Refused | Refused |
| BCOR expense ratio, Apr 30, 2026 | 0.59% | 0.59% ✓ | 0.59% ✓ | 0.59% ✓ | 0.59% ✓ | 0.59% ✓ | Refused | Refused | Refused | Refused |
| ANEW expense ratio, Oct 12, 2026 | 0.45% | 0.45% ✓ | 0.45% ✓ | 0.45% ✓ | 0.45% ✓ | 0.45% ✓ | 0.45% ✓ | 0.45% ✓ | 0.45% ✓ | 0.45% ✓ |
| BLSG expense ratio, Oct 19, 2026 | 0.79% | 0.79% ✓ | 0.79% ✓ | 0.79% ✓ | 0.79% ✓ | 0.75% ✗ | Refused | Refused | Refused | Refused |
| COHC expense ratio, Jun 29, 2026 | 0.45% | 0.45% ✓ | 0.45% ✓ | 0.45% ✓ | 0.45% ✓ | Refused | Refused | Refused | Refused | Refused |
| DFTT expense ratio, Jul 1, 2025 | 0.7% | 0.7% ✓ | 0.7% ✓ | 0.7% ✓ | 0.7% ✓ | Refused | Refused | Refused | Refused | Refused |
| AOK one holding's weight, Oct 28, 2026 | 57.59% | 57.59% ✓ | 57.59% ✓ | 57.59% ✓ | 57.59% ✓ | Refused | Refused | Refused | Refused | Refused |
| HEFT one holding's weight, Jul 31, 2026 | 11.98% | 11.98% ✓ | 11.98% ✓ | 11.98% ✓ | 11.98% ✓ | Refused | Refused | Refused | Refused | Refused |
| BINC one holding's weight, Oct 28, 2026 | 4.33% | 4.33% ✓ | 4.33% ✓ | 4.33% ✓ | 4.33% ✓ | Refused | Refused | Refused | Refused | Refused |
| ARKD one holding's weight, Jun 30, 2025 | 27.04% | 27.04% ✓ | 26.96% ✓ | 26.96% ✓ | 26.96% ✓ | Refused | Refused | Refused | Refused | Refused |
| ACKY one holding's weight, Jul 31, 2026 | 10.97% | 10.97% ✓ | 10.97% ✓ | 11% ✓ | 10.97% ✓ | Refused | Refused | Refused | Refused | Refused |
| LQTI one holding's weight, Oct 28, 2026 | 98.88% | 98.88% ✓ | 98.88% ✓ | 98.88% ✓ | 99.07% ✗ | Refused | Refused | Refused | Refused | Refused |
| ARWG one holding's weight, Aug 31, 2026 | 3.583% | 3.583% ✓ | 3.58% ✓ | 3.67% ✓ | 3.58% ✓ | Refused | Refused | Refused | Refused | Refused |
| DEUS one holding's weight, Aug 31, 2026 | 0.996% | 0.996% ✓ | 1% ✓ | 1% ✓ | 1% ✓ | Refused | Refused | Refused | Refused | Refused |
| AGIQ one holding's weight, Aug 31, 2026 | 6.486% | 6.486% ✓ | 6.49% ✓ | 6.49% ✓ | 6.49% ✓ | Refused | Refused | Refused | Refused | Refused |
| ARKG one holding's weight, Oct 27, 2026 | 8.9% | 8.9% ✓ | 8.9% ✓ | 8.9% ✓ | 8.9% ✓ | Refused | Refused | Refused | Refused | Refused |
| NVDS leverage multiple, Oct 29, 2026 | −1.5x | −1.5x ✓ | −1.5x ✓ | −1.5x ✓ | −1.5x ✓ | −1.5x ✓ | −1.5x ✓ | −1.5x ✓ | −1.5x ✓ | −1.5x ✓ |
| AVS leverage multiple, Oct 29, 2026 | −1x | −1x ✓ | −1x ✓ | −1x ✓ | −1x ✓ | −1x ✓ | −1x ✓ | −1x ✓ | −1x ✓ | −1x ✓ |
| DSPC leverage multiple, Oct 29, 2026 | −1x | −1x ✓ | −1x ✓ | −1x ✓ | −1x ✓ | −1x ✓ | −1x ✓ | −1x ✓ | −1x ✓ | Refused |
| AXTQ leverage multiple, Oct 29, 2026 | −2x | −2x ✓ | −2x ✓ | −2x ✓ | −2x ✓ | −2x ✓ | −2x ✓ | −2x ✓ | −2x ✓ | −2x ✓ |
| DUG leverage multiple, Oct 29, 2026 | −2x | −2x ✓ | −2x ✓ | −2x ✓ | −2x ✓ | −2x ✓ | −2x ✓ | −2x ✓ | −2x ✓ | −2x ✓ |
| EDZ leverage multiple, Oct 29, 2026 | −3x | −3x ✓ | −3x ✓ | −3x ✓ | −3x ✓ | −3x ✓ | −3x ✓ | −3x ✓ | −3x ✓ | −3x ✓ |
| SMDD leverage multiple, Oct 29, 2026 | −3x | −3x ✓ | −3x ✓ | −3x ✓ | −3x ✓ | −3x ✓ | −3x ✓ | −3x ✓ | −3x ✓ | −3x ✓ |
| TSL leverage multiple, Oct 29, 2026 | 1.25x | 1.25x ✓ | 1.25x ✓ | 1.25x ✓ | 1.25x ✓ | 1.25x ✓ | 1.25x ✓ | 1.25x ✓ | 1.25x ✓ | 1.25x ✓ |
| CEFD leverage multiple, Oct 29, 2026 | 1.5x | 1.5x ✓ | 1.5x ✓ | 1.5x ✓ | 1.5x ✓ | 1.5x ✓ | 1.5x ✓ | 1.5x ✓ | −1.5x ✗ | 1.5x ✓ |
| ADBU leverage multiple, Oct 29, 2026 | 2x | 2x ✓ | 2x ✓ | 2x ✓ | 2x ✓ | 2x ✓ | 2x ✓ | 2x ✓ | 2x ✓ | 2x ✓ |
| AGQ leverage multiple, Oct 29, 2026 | 2x | 2x ✓ | 2x ✓ | 2x ✓ | 2x ✓ | 2x ✓ | 2x ✓ | 2x ✓ | 2x ✓ | 2x ✓ |
| DUSL leverage multiple, Oct 29, 2026 | 3x | 3x ✓ | 3x ✓ | 3x ✓ | 3x ✓ | 3x ✓ | 3x ✓ | 3x ✓ | 3x ✓ | 3x ✓ |
| EDC leverage multiple, Oct 29, 2026 | 3x | 3x ✓ | 3x ✓ | 3x ✓ | 3x ✓ | 3x ✓ | 3x ✓ | 3x ✓ | 3x ✓ | −3x ✗ |
| ACWV net assets, Oct 28, 2026 | $3.41B | $3.4B ✓ | $3.41B ✓ | $3.41B ✓ | $3.41B ✓ | Refused | Refused | Refused | Refused | Refused |
| APCB net assets, Aug 31, 2026 | $1.01B | $1B ✓ | $1.01B ✓ | $1.01B ✓ | $1.01B ✓ | Refused | Refused | Refused | Refused | Refused |
| AAUA net assets, Oct 29, 2026 | $364M | $364M ✓ | $364M ✓ | $365M ✓ | $364M ✓ | Refused | Refused | Refused | Refused | Refused |
| AXTX net assets, Oct 29, 2026 | $205M | $205M ✓ | $205M ✓ | $205M ✓ | $205M ✓ | Refused | Refused | Refused | Refused | Refused |
| CAGE net assets, Jul 31, 2026 | $106M | $106M ✓ | $106M ✓ | $106M ✓ | $106M ✓ | Refused | Refused | Refused | Refused | Refused |
| EMAU net assets, Oct 29, 2026 | $1.1M | $1.1M ✓ | $1.1M ✓ | $1.1M ✓ | $1.1M ✓ | Refused | Refused | Refused | Refused | Refused |
| BIL net assets, Oct 28, 2026 | $48.7B | $48.7B ✓ | $48.7B ✓ | $48.7B ✓ | $49.8B ✗ | Refused | Refused | Refused | Refused | Refused |
| EFG net assets, Oct 28, 2026 | $15.1B | $15.1B ✓ | $15.2B ✓ | $15.1B ✓ | $15.1B ✓ | Refused | Refused | Refused | Refused | Refused |
| COPA net assets, Oct 28, 2026 | $11.3M | $11M ✓ | $11M ✓ | $11.3M ✓ | $12.6M ✗ | Refused | Refused | Refused | Refused | Refused |
| CTJL net assets, Oct 29, 2026 | $1.28M | $1.3M ✓ | $1.3M ✓ | $1.28M ✓ | $1.28M ✓ | Refused | Refused | Refused | Refused | Refused |
| ARIA expense ratio, Jul 14, 2026 | 0.78% | 0.78% ✓ | 0.78% ✓ | 0.78% ✓ | 0.78% ✓ | Refused | Refused | Refused | Refused | Refused |
| AXTL expense ratio, Jun 9, 2026 | 0.99% | 0.99% ✓ | 0.99% ✓ | 0.99% ✓ | 0.99% ✓ | Refused | Refused | Refused | Refused | Refused |
| GAA top-ten share, Jul 31, 2026 | 57.7% | 57.7% ✓ | 57.66% ✓ | 57.66% ✓ | Refused | Refused | Refused | Refused | Refused | Refused |
| BIL top-ten share, Oct 28, 2026 | 67.8% | 67.8% ✓ | 74.45% ✗ | 67.77% ✓ | 69.76% ✗ | Refused | Refused | Refused | Refused | Refused |
| ARKD top-ten share, Jun 30, 2025 | 97.1% | Refused | No number | 0% ✗ | Refused | Refused | Refused | Refused | Refused | Refused |
| CMDT top-ten share, Jun 30, 2026 | 16.1% | 16.1% ✓ | 29.03% ✗ | 20% ✗ | 20.28% ✗ | Refused | Refused | Refused | Refused | Refused |
| FDND top-ten share, Oct 28, 2026 | 61.1% | 61.1% ✓ | 61.1% ✓ | 60.57% ✗ | 61.11% ✓ | Refused | Refused | Refused | Refused | Refused |
| DSI top-ten share, Oct 28, 2026 | 45.1% | 45.1% ✓ | 45.1% ✓ | 44.84% ✗ | 45.12% ✓ | Refused | Refused | Refused | Refused | Refused |
| EEM top-ten share, Oct 28, 2026 | 38% | 38% ✓ | 38% ✓ | 38.03% ✓ | 38.89% ✗ | Refused | Refused | Refused | Refused | Refused |
| HYDR top-ten share, Aug 31, 2026 | 70.4% | 70.4% ✓ | 70.4% ✓ | 70.78% ✗ | 70.36% ✓ | Refused | Refused | Refused | Refused | Refused |
| FNOV weekly net flow, Oct 28, 2026 | $7.6M | $7.6M ✓ | $7.6M ✓ | $0 ✗ | −$4.5M ✗ | Refused | Refused | Refused | Refused | Refused |
| HIMU weekly net flow, Oct 23, 2026 | $48.1M | $48.1M ✓ | $63.8M ✗ | $64M ✗ | $54.6M ✗ | Refused | Refused | Refused | Refused | Refused |
| AMZD weekly net flow, Oct 28, 2026 | $628K | $628K ✓ | $628K ✓ | $3.63M ✗ | $4.2M ✗ | Refused | Refused | Refused | Refused | Refused |
| AXTL weekly net flow, Oct 28, 2026 | $624K | $624K ✓ | $624K ✓ | −$5.38M ✗ | $624K ✓ | Refused | Refused | Refused | Refused | Refused |
| BSCQ weekly net flow, Oct 27, 2026 | −$52.7M | −$52.7M ✓ | −$67.3M ✗ | −$164M ✗ | −$52.7M ✓ | Refused | Refused | Refused | Refused | Refused |
| BSCS weekly net flow, Oct 27, 2026 | −$12.1M | −$12.1M ✓ | −$12.1M ✓ | $3M ✗ | −$12.1M ✓ | Refused | Refused | Refused | Refused | Refused |
| ASMG weekly net flow, Oct 28, 2026 | −$1.23M | −$1.23M ✓ | −$1.23M ✓ | −$1.23M ✓ | −$424K ✗ | Refused | Refused | Refused | Refused | Refused |
| BDRY weekly net flow, Oct 28, 2026 | −$316K | −$316K ✓ | −$316K ✓ | −$309K ✓ | −$316K ✓ | Refused | Refused | Refused | Refused | Refused |

### How it is scored

- The questions are sampled by condition from the files ETFIQ publishes: ten kinds of number crossed with category, fund size, launch date, closure and tickers one letter apart. 500 questions, 58 cells.

- Each question names its fund, its date and its window. Each answer key is read from one published file and field, listed in the questions file.

- Every number in an answer is read. A number counts on its quantity, not its unit: 9.45 basis points is 0.0945%, and $810.5 billion is 810,500,000,000.

- The claim is the first number of the kind asked that the answer sets in bold, else the first in the first clause naming the fund. Quoted sources and table rows are not claims. It is correct within the stated rounding, such as 0.005 points on a fee and 2% on net assets.

- An answer that opens by declining is refused, whatever context it adds. One with no number of the kind is refused or has no number. Ranges are 95% Wilson intervals.

- askIQ answers through its own Worker and the production ETFIQ data server, on the day the questions' data is live. Every other model answers through its vendor's own API with the same one-line instruction and the question alone. A row marked search adds only that vendor's own search tool.

- A row with fewer than 100 answers stopped early: at its share of the budget, or when the vendor stopped answering. Its questions were taken in a fixed shuffled order, so they span every cell, and an unanswered question is not counted.

### What is not tested

- Consumer chat apps, which may search the web. Only systems called through an API are measured.

- Words. Explanations, advice and tone are not scored, only the numbers.

- Numbers written as fractions in words, such as "a fifth".

- Questions ETFIQ cannot answer from its own checked data.

- How hard each question is. A leverage question names its fund, and a fund's name often states its multiple.

### Files

- questions.json : The 500 questions, each with its answer, source file and date

- askiq.json : askIQ (ETFIQ): every answer as received, model claude-sonnet-5-5, run cost $1.89

- openai-gpt-6-astra-web.json : GPT-6 Astra + web search: every answer as received, model gpt-6-astra, run cost $22.79

- gemini-4-argon-search.json : Gemini 4 Argon + Google Search: every answer as received, model gemini-4-argon, run cost $2.91

- perplexity-sonar.json : Perplexity Sonar: every answer as received, model sonar (Agent API effort fast), run cost $0.21

- openai-gpt-6-astra.json : GPT-6 Astra: every answer as received, model gpt-6-astra, run cost $1.05

- claude-opus-5-5.json : Claude Opus 5.5: every answer as received, model claude-opus-5-5, run cost $0.91

- gemini-4-argon.json : Gemini 4 Argon: every answer as received, model gemini-4-argon, run cost $0.12

- claude-haiku-5-5.json : Claude Haiku 5.5: every answer as received, model claude-haiku-5-5, run cost $0.02

- claude-sonnet-5-5.json : Claude Sonnet 5.5: every answer as received, model claude-sonnet-5-5, run cost $0.31

### Related

- askIQ : ask about any US ETF

- Use ETFIQ in your AI : connect Claude, ChatGPT and others to ETFIQ data

- ETFIQ Research : what the ETF data shows

- Open data : every file ETFIQ publishes

---

Source: ETFIQ, independent ETF data. Recomputed nightly from public filings and prices.
Cite: ETFIQ, ETFIQ AI accuracy benchmark, data as of Oct 29, 2026. https://etfiq.com/research/ai-accuracy/
Licence: https://etfiq.com/license/ Data ETFIQ computes is free to use with attribution: ETFIQ (etfiq.com). Issuer data stays under its owner's terms.
HTML: https://etfiq.com/research/ai-accuracy/