Original October 25 finding. The source-disclosure correction was not rechecked by the October 26 quota requests.
The earlier project summary described “synthetic and public data” beside a “CMS NPPES · Medicare PUF · Census” badge. The recorded SpectrumIQ input modes were synthetic providers and embedded demographic references.
Review risk. A reader could infer that the displayed provider counts came from a completed CMS import. This is a review risk; no user misunderstanding was measured.
Recorded before
…using synthetic and public data.
CMS NPPES · Medicare PUF · Census
October 25 recheck · verified then
Synthetic demo records.
Embedded references.
Optional public-data ingestion.
Implemented fix
Publish separate disclosures for generated records, bundled references and the optional local-file loader. Avoid using a source name as evidence that ingestion occurred.
Verification and limits
Verified on the public case-study page. All three labels are present and agree with the recorded input modes. Publication correction 43bdf1b; no data or calculation change is claimed.
Acceptance checks
- Display the three data paths distinctly.
- Name the default snapshot’s actual input modes.
- Describe public-file ingestion as optional, not a completed live import.
Original failure recorded October 25. The 1:55 p.m. October 26 quota check verified the numerical fix and recorded a duplicate display block. A separate app release removed that repetition; the 3:51 p.m. live check below verified presentation and preserved values.
The combined-quota question returned only Chen and Kim rows on October 25. The 1:55 p.m. October 26 follow-up verified the combined total and individual quota rows but recorded repeated bookings. After a separate app release, the 3:51 p.m. check confirmed each rep appeared once while the combined and individual values stayed intact.
Review risk. The original response supplied correct individual figures but omitted the requested combined result. Without a total, a reader had to reconstruct weighted attainment from the amounts.
Question checkedWhat is the combined quota and attainment for Sarah Chen and David Kim in Q1 2025?
Recorded before
Chen: $504,000 bookings / $450,000 quota / 112.0%
Kim: $250,000 bookings / $350,000 quota / 71.4%
No combined result.
October 25 recheck · open then
Fresh production response: the same two rep rows.
No combined quota, bookings or attainment was returned.
October 26 quota recheck · 1:55 p.m.
1:55 p.m. Eastern · October 26, 2026. Serving revision a1ce674 ↗; existing fix 65e1db5 ↗.
Three selected requests checked combined-only, per-rep-only and combined-plus-per-rep answers. The total is $754,000 bookings / $800,000 quota = 94.25% attainment, displayed as 94.3%. Correct individual quota rows were preserved.
Combined only · verified
What is the combined quota and attainment for Sarah Chen and David Kim in Q1 2025?
October 26 observed response
Period: Q1 2025. Reps: Sarah Chen, David Kim.
Total: Bookings (won ACV) $754,000; Full-quarter quota $800,000; Attainment 94.3%.
Per-rep only · verified
Show bookings, quota and attainment by rep for Sarah Chen and David Kim in Q1 2025.
October 26 observed response
Period: Q1 2025. Reps: Sarah Chen, David Kim.
Chen: Bookings (won ACV) $504,000.
Kim: Bookings (won ACV) $250,000.
Period: Q1 2025. Reps: Sarah Chen, David Kim.
Chen: Bookings (won ACV) $504,000; Full-quarter quota $450,000; Attainment 112.0%.
Kim: Bookings (won ACV) $250,000; Full-quarter quota $350,000; Attainment 71.4%.
Combined and per-rep together · verified
Show combined bookings, quota and weighted attainment for Sarah Chen and David Kim in Q1 2025, along with the per-rep results.
October 26 observed response
Period: Q1 2025. Reps: Sarah Chen, David Kim.
Total: Bookings (won ACV) $754,000; Full-quarter quota $800,000; Attainment 94.3%.
Period: Q1 2025. Reps: Sarah Chen, David Kim.
Chen: Bookings (won ACV) $504,000; Full-quarter quota $450,000; Attainment 112.0%.
Kim: Bookings (won ACV) $250,000; Full-quarter quota $350,000; Attainment 71.4%.
Historical display observation from the 1:55 p.m. quota check. The later 3:51 p.m. follow-up below verified its repair.
The per-rep-only response contains a duplicate bookings-only block before the full quota rows. The captured response is retained verbatim; correct quota and attainment rows are present.
45 JavaScript tests passed, including all 63 nonempty rep subsets, aggregate calculations and preservation of individual results.
Download October 26 quota recheck packet ↓
October 26 bookings-display recheck · 3:51 p.m.
October 26, 2026, 3:51 p.m. Eastern. Deployed fix 3bde922 ↗; app PR 28 ↗; presentation tests ↗.
After the separate app release, all three production requests passed. Combined bookings remain $754,000 against $800,000 quota: 94.25% attainment, displayed as 94.3%. Each individual result appears once: Chen $504,000 / $450,000 / 112.0%; Kim $250,000 / $350,000 / 71.4%.
The earlier quota check retains the original repeated bookings response as a dated before record.
Combined total · passed
What is the combined quota and attainment for Sarah Chen and David Kim in Q1 2025?
October 26, 3:51 p.m. recorded response
Period: Q1 2025. Reps: Sarah Chen, David Kim.
Total: Bookings (won ACV) $754,000; Full-quarter quota $800,000; Attainment 94.3%.
Individual results · passed
Show bookings, quota and attainment by rep for Sarah Chen and David Kim in Q1 2025.
October 26, 3:51 p.m. recorded response
Period: Q1 2025. Reps: Sarah Chen, David Kim.
Chen: Bookings (won ACV) $504,000; Full-quarter quota $450,000; Attainment 112.0%.
Kim: Bookings (won ACV) $250,000; Full-quarter quota $350,000; Attainment 71.4%.
Combined and individual results · passed
Show combined bookings, quota and weighted attainment for Sarah Chen and David Kim in Q1 2025, along with the per-rep results.
October 26, 3:51 p.m. recorded response
Period: Q1 2025. Reps: Sarah Chen, David Kim.
Total: Bookings (won ACV) $754,000; Full-quarter quota $800,000; Attainment 94.3%.
Period: Q1 2025. Reps: Sarah Chen, David Kim.
Chen: Bookings (won ACV) $504,000; Full-quarter quota $450,000; Attainment 112.0%.
Kim: Bookings (won ACV) $250,000; Full-quarter quota $350,000; Attainment 71.4%.
The individual-results request produced both performance and quota query records, exercising the overlapping plan. Both underlying results, applied scopes and calculation details remain available; only the redundant display block is suppressed.
50 JavaScript tests passed: five new presentation tests and 45 existing tests, including weighted quota checks for all 63 nonempty rep subsets. Distinct cohorts, periods, groupings, filters, rankings and values retain their separate output.
This follow-up did not recheck source disclosures, quarterly rankings, written amounts, malformed amounts, or no-show controls. Their earlier dated evidence is retained.
Download October 26 bookings-display recheck packet ↓
Implemented fix
The earlier numerical fix returns combined quota and weighted attainment while preserving individual results. The later display fix at 3bde922 suppresses a fully redundant bookings block only when quota results cover the same scope, displayed metrics and values. Distinct results and the underlying calculation records remain available.
Verification and limits
The October 26, 3:51 p.m. production check at revision 3bde922 passed requests for combined totals, individual results, and both together. Combined bookings $754,000 / quota $800,000 still gives 94.25% attainment (94.3% displayed). Chen and Kim each display once with their correct quota rows. The earlier repeated response is preserved in the 1:55 p.m. quota evidence.
Acceptance checks
- Return one combined result with $800,000 quota and $754,000 bookings.
- Calculate attainment as 754,000 ÷ 800,000 = 94.25% (94.3% at one decimal).
- Preserve correct per-rep results and supported cohort restrictions.
Original October 25 finding. The quarterly-ranking repair was not rechecked by the October 26 quota requests.
A recorded production response rejected an annual quarterly ranking. PR #22 changed coverage checks to accept valid period partitions per measure.
Review risk. A supported question could be blocked even when the supplied tool queries covered the requested year. The observed failure was a clarification, not an incorrect number.
Question checkedWho had the most denials in each quarter of 2025?
Recorded before
The shared period must apply to every independent measure.
October 25 recheck · verified then
Q1: Brooks — 81
Q2: Singh — 74
Q3: Brooks — 65
Q4: Yamamoto — 60
Implemented fix
Accept complete quarterly partitions without accepting missing periods, swapped ranges or unsupported cohort links. This repair was implemented before the current assessment.
Verification and limits
One fresh production request returned all four expected winners and counts. Expected values were recalculated directly from monthly fixture rows. This is a targeted recheck, not proof of every possible phrasing or tool plan.
Acceptance checks
- Return all four requested quarters with their own winners.
- Match the direct fixture sums.
- Continue rejecting genuinely incomplete or unsupported scopes.
Original clarification recorded October 25; the separate October 26 written-amount follow-up below verifies the already-deployed fix. The original failed response remains preserved as an October 25 record.
The October 25 written-threshold request stopped for clarification. A separate October 26 recheck returned the same normalized revenue threshold, provider result and displayed answer for written and numeric forms; a malformed quantity still stopped calculation.
Review risk. The original written amount required clarification where the equivalent numeric form succeeded. The recheck tested the complete amount and scale, including an ambiguous quantity that must stop before calculation.
Question checkedWhich providers had at least one point five million in revenue in 2025?
Recorded before
The numeric threshold was not preserved. Please clarify the comparison; no calculation was run.
October 25 recheck · open then
Written amount: clarification again.
Numeric control (≥ $1.5M): Singh — $1,592,362.
October 26 written-amount recheck
3:01 p.m. Eastern · October 26, 2026. Serving revision a1ce674 ↗; existing fix 65e1db5 ↗.
Written “one point five million” and numeric “$1.5M” both normalize to revenue ≥ 1,500,000 for January–December 2025, grouped by provider across all providers. Both return only Singh, with $1,592,362 revenue; the displayed answers are identical.
Directly summing the 12 monthly sample-record values per provider, without the query engine, confirms Singh is the only provider at or above $1,500,000. The packet retains all five annual provider totals and the linked fixture source.
Written amount · matched
Which providers had at least one point five million in revenue in 2025?
Source: validated-query. Tool calls: 1.
October 26 recorded response
Period: Jan–Dec 2025.
Revenue:
Singh: $1,592,362
Filter after aggregation: Revenue ≥ $1,500,000.
Numeric amount · matched
Which providers had at least $1.5M in revenue in 2025?
Source: validated-query. Tool calls: 1.
October 26 recorded response
Period: Jan–Dec 2025.
Revenue:
Singh: $1,592,362
Filter after aggregation: Revenue ≥ $1,500,000.
Malformed amount · clarification, no calculation
Which providers had at least one point five point six million in revenue in 2025?
Source: query-clarification. Tool calls: 0.
October 26 recorded response
Please clarify the complete numeric quantity, including its decimal and scale. No calculation was run.
The malformed phrase “one point five point six million” requests clarification with zero tool calls and no calculation. It does not fall back to the leading “one.”
The existing quota and threshold suite passed 7 tests, with 0 failures, using node --test tests/quota-decimal.test.mjs. The earlier quota packet retains its separate 45-test result.
Written and numeric requests were compared for threshold, operator, period, grouping, provider selection, calculated rows and displayed answer. Annual revenue was independently summed from monthly fixture values without the query engine. A third request checked that malformed input caused no calculation.
Source-disclosure, quarterly-ranking and no-show controls were not rechecked by these written-amount requests. The separate quota packet retains its own earlier October 26 scope.
Download October 26 written-amount recheck packet ↓
Implemented fix
The existing written-number parser preserves the complete quantity and scale, and rejects malformed quantities before tool execution. Fix 65e1db5 was already deployed before the follow-up; no app code was changed or deployed for this recheck.
Verification and limits
Verified October 26 at 3:01 p.m. Eastern, serving revision a1ce674. Written and numeric forms both use revenue ≥ 1,500,000 across all 12 months and return only Singh at $1,592,362. Direct monthly sums confirm the expectation. The malformed control requests clarification, with zero tool calls and no calculation.
Acceptance checks
- Interpret one point five million as 1,500,000, or clearly ask for the supported numeric form.
- Match the $1.5M control when calculation proceeds.
- Never silently accept only the leading “one.”