Accuracy results

TruePoint Marketing Partners · Tests run October 12, 2026 · Claim Grounding 1.4.5 · Prospect Intelligence 1.8.6

We publish summary numbers, how we tested, and what our tools do not do. The test items themselves stay private so nobody (including us) can tune the tools to the published set. Results are from small, self-built tests. Read the limitations below before relying on them.

Claim Grounding: Deep verify

92 / 100hard claims correct (live service)
0confidently wrong answers (wrong at confidence ≥ 0.7)
15 / 17fresh held-out claims, never used in development
Test setVersionCorrectConfidently wrong
Hard set (100 claims)1.4.5 (live)92 / 1000
Hard set (100 claims)1.4.4 (previous)45 / 10020
Fresh held-out set (17 claims)1.4.515 / 170
Original set (30 claims)1.4.525 / 30—

All 8 misses on the hard set came back as insufficient_evidence or mixed, never as a confident wrong verdict.

Hard set by category (live 1.4.5)

CategoryWhat it exercisesCorrect
FRED economic dataRates, prices and other U.S. economic series13 / 13
SEC EDGAR filingsReported company financials15 / 15
Wikidata factsStructured facts: dates, places, officeholders16 / 16
WikipediaGeneral encyclopedic facts9 / 9
Outdated claimsFacts that were true once but changed7 / 10
Negation"X is not Y" claims4 / 5
CompoundTwo-part claims that must both hold5 / 5
Europe PMCMedical and scientific research findings10 / 12
Recent newsRecent events from news headlines5 / 7
Made-upFabricated people, companies or events8 / 8
Total92 / 100

How we tested

Prospect Intelligence: Email lookup

38 / 40real contacts found
38 / 38found addresses exactly right
0made-up names labeled "send"
ResultCount
Real contacts found (40 tested)38 / 40
Found addresses that were exactly right38 / 38 (0 wrong)
"send" label correct26 / 26
"send_with_caution" label correct (re-scored under the 1.8.6 rule)10 / 10
Made-up names (10 tested) labeled "send"0

How we tested

What these tools don't do

Claim Grounding

Prospect Intelligence

About these numbers

These are small samples (100, 30 and 17 claims; 50 contacts) written and graded by TruePoint, not an independent audit. They show how the tools behaved on one day, on one set of items. Results on your own data may differ. We will add larger and independent tests over time and update this page with dates and versions.

Contact

Questions, bug reports or a claim we got wrong: email truepointmarketingpartners@gmail.com or call (951) 234-7620.
Product page: truepointmarketingpartners.com/ai-agent-tools