GTM Healthcare Intelligence
This example shows the format of a focused feature assessment: what failed, why it mattered, the recommended change, and how its correction was checked.
CMS labels could suggest a completed public-data import. The displayed snapshot used synthetic provider records and embedded demographic references.
Correct rep figures left the reader to reconstruct the requested total.
$754,000 ÷ $800,000 = 94.25%
Bookings ÷ quota · 94.3% displayed“One point five million” required clarification where “$1.5M” succeeded. Both now return Singh’s $1,592,362 revenue for 2025; malformed “one point five point six million” still asks for clarification.
The recorded checks confirmed complete combined and individual quota results, matching written and numeric thresholds, and removal of the repeated bookings block.
Original review: GTM Healthcare Intelligence — Data provenance and query completeness. The five original requests were checked 2:53 p.m. Eastern · October 25, 2026, at app revision d80dd7d ↗.
The separate October 26 quota follow-up checked three requests at revision a1ce674 ↗. The quota requests did not recheck other findings.
The later October 26 written-amount follow-up, at 3:01 p.m. Eastern, checked written and numeric thresholds plus one malformed-input control. Source disclosure, quarterly ranking and no-show controls retain their original October 25 observations.
The latest October 26 bookings-display follow-up, at 3:51 p.m. Eastern, checked three requests after a separate app release. It verified the repeated block was removed while numerical results and calculation records stayed available.
All sales and practice records used here are synthetic.
All four selected findings have dated verification: source disclosure and quarterly ranking on October 25, combined quota and written amounts in separate October 26 follow-ups. A later October 26 check confirmed the duplicate bookings block was removed while the combined and individual values stayed intact.
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.
…using synthetic and public data. CMS NPPES · Medicare PUF · Census
Synthetic demo records. Embedded references. Optional public-data ingestion.
Publish separate disclosures for generated records, bundled references and the optional local-file loader. Avoid using a source name as evidence that ingestion occurred.
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.
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.
What is the combined quota and attainment for Sarah Chen and David Kim in Q1 2025?
Chen: $504,000 bookings / $450,000 quota / 112.0% Kim: $250,000 bookings / $350,000 quota / 71.4% No combined result.
Fresh production response: the same two rep rows. No combined quota, bookings or attainment was returned.
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.
What is the combined quota and attainment for Sarah Chen and David Kim in Q1 2025?
Period: Q1 2025. Reps: Sarah Chen, David Kim. Total: Bookings (won ACV) $754,000; Full-quarter quota $800,000; Attainment 94.3%.
Show bookings, quota and attainment by rep for Sarah Chen and David Kim in Q1 2025.
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%.
Show combined bookings, quota and weighted attainment for Sarah Chen and David Kim in Q1 2025, along with the per-rep results.
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.
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.
What is the combined quota and attainment for Sarah Chen and David Kim in Q1 2025?
Period: Q1 2025. Reps: Sarah Chen, David Kim. Total: Bookings (won ACV) $754,000; Full-quarter quota $800,000; Attainment 94.3%.
Show bookings, quota and attainment by rep for Sarah Chen and David Kim in Q1 2025.
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%.
Show combined bookings, quota and weighted attainment for Sarah Chen and David Kim in Q1 2025, along with the per-rep results.
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.
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.
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.
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.
Who had the most denials in each quarter of 2025?
The shared period must apply to every independent measure.
Q1: Brooks — 81 Q2: Singh — 74 Q3: Brooks — 65 Q4: Yamamoto — 60
Accept complete quarterly partitions without accepting missing periods, swapped ranges or unsupported cohort links. This repair was implemented before the current assessment.
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.
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.
Which providers had at least one point five million in revenue in 2025?
The numeric threshold was not preserved. Please clarify the comparison; no calculation was run.
Written amount: clarification again. Numeric control (≥ $1.5M): Singh — $1,592,362.
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.
Which providers had at least one point five million in revenue in 2025?
Source: validated-query. Tool calls: 1.
Period: Jan–Dec 2025. Revenue: Singh: $1,592,362 Filter after aggregation: Revenue ≥ $1,500,000.
Which providers had at least $1.5M in revenue in 2025?
Source: validated-query. Tool calls: 1.
Period: Jan–Dec 2025. Revenue: Singh: $1,592,362 Filter after aggregation: Revenue ≥ $1,500,000.
Which providers had at least one point five point six million in revenue in 2025?
Source: query-clarification. Tool calls: 0.
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.
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.
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.
Retain the numerical, input and display checks after their dated verification.
Verified · October 26, 3:51 p.m. Eastern · F02
Keep each rep’s bookings, quota and attainment together once, while preserving requested totals and calculation records. Retain checks that preserve distinct cohorts, periods, groupings, filters, rankings and values. The 50-test suite includes five new presentation tests and the existing weighted-quota coverage.
Verified · October 26, 3:01 p.m. Eastern · F04
Keep equivalent complete thresholds and provider results for written and numeric amounts. Keep ambiguous quantities from becoming partial numbers or triggering a calculation.
Verified · original October 25 review · F01 / F03
Keep the three data disclosures and quarterly coverage checks. These findings were verified in the original review, not in the October 26 quota follow-up.
The five original requests and their results below are retained verbatim. They describe revision d80dd7d, not the later October 26 quota or written-amount results.
Original requests began 2:53 p.m. Eastern · October 25, 2026. App revision d80dd7d.
Expected: $800,000 quota; $754,000 bookings; 94.25% attainment
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%.
Expected: Q1 Brooks 81; Q2 Singh 74; Q3 Brooks 65; Q4 Yamamoto 60
Period: Jan–Mar 2025. Highest Denial counts for Q1: Brooks (81). Period: Apr–Jun 2025. Highest Denial counts for Q2: Singh (74). Period: Jul–Sep 2025. Highest Denial counts for Q3: Brooks (65). Period: Oct–Dec 2025. Highest Denial counts for Q4: Yamamoto (60).
Expected: Interpret the complete 1,500,000 threshold, or clearly state the supported numeric form
The numeric threshold was not preserved. Please clarify the comparison; no calculation was run.
Expected: Singh $1,592,362 at threshold ≥ $1,500,000
Period: Jan–Dec 2025. Revenue: Singh: $1,592,362 Filter after aggregation: Revenue ≥ $1,500,000.
Expected: Do not calculate no-show percentages without an appointment denominator
That rate cannot be calculated because its required denominator is not supplied.
AI tools supported implementation, testing and analysis. Numerical expectations were recomputed from the synthetic input records; this is not an independent third-party audit.
E1–E9 retain the original record; E10–E11 document the earlier quota follow-up; E12–E13 document the written-amount follow-up and parser source; E14–E17 document the latest display follow-up and separate app release.
Broad public-data summary and source badge in the historical project entry.
Records synthetic providers and embedded_reference demographics.
Case-study, project-entry and screenshot release. The correction changed publication content, not demo data.
Accepts valid period partitions while preserving coverage and cohort restrictions.
Direct inputs for the combined-quota expectation.
Direct inputs for quarterly denial winners and annual revenue thresholds.
Reviewed source for the rep-level quota result.
Reviewed source for the written-threshold limitation.
Selected recorded-before responses, five fresh requests, expected values and observed results. Synthetic data only.
Fix 65e1db5 was already deployed before the October 26 recheck; no source change or deployment was performed for the follow-up.
Three complete captured responses, expected weighted calculations, serving revision a1ce674 and the 45-test summary. Other findings were not rechecked.
Three complete captured responses at 3:01 p.m. Eastern, normalized thresholds, independent monthly sums and the existing 7-test summary. Original and quota evidence remain separate.
Parser source at fix 65e1db5, already deployed before the written-amount recheck. The dated packet also links fixture and targeted-test sources.
Three production requests captured at 3:51 p.m. Eastern after the separate app release; includes raw responses, retained numerical anchors, the earlier duplicate observation and scoped test results.
Pinned revision 3bde922 suppresses only a fully redundant performance display; underlying query and calculation records remain available.
Five new presentation tests in the 50-test JavaScript suite; distinct scopes and values retain their output.
Separate app release preceding the 3:51 p.m. production check. The assessment update itself does not deploy app code.