Budgeting Apps in AI Search: The Biggest AI Visibility Problems and How We'd Fix Them

Companies covered: Honeydue, Credit Karma, Quicken Inc., Rocket Money, Monarch Money, Betterment LLC, Acorns Grow Inc., NerdWallet, Inc., Wealthfront Corporation, YNAB (You Need A Budget), Ramsey Solutions (Lampo Group)

Answer Capsule

The November 2026 Budgeting Apps benchmark compares 11 companies across 353 AI answers that met its inclusion rules. YNAB (You Need A Budget) recorded 338 mentions and 306 recommendations (86.69% of the answers). Being mentioned means appearing in an answer; being recommended means receiving an affirmative endorsement.

We examine each company, compare the available monthly results, and set out a five-step plan for improving the information AI systems can draw on. The work starts with measuring visibility and checking conflicting claims, then moves to company pages, relevant publishers and buyer questions. The cited pages need review before any correction request, and the research does not establish what caused recommendation differences or promise future gains.

Executive industry diagnosis

Questions This Section Answers

• What does the Budgeting Apps benchmark show about mentions, recommendations and placement?

The peer set splits into a clear top tier and a long tail. YNAB (You Need A Budget) and Monarch Money appear in nearly every benchmark answer and are recommended in most of them, so they function as default answers rather than occasional options. Quicken Inc. and Rocket Money form a credible second tier with strong recommendation rates but far fewer first-place finishes.

The gap that matters most is between being named and being endorsed. NerdWallet, Inc. and Ramsey Solutions (Lampo Group) are mentioned often yet recommended rarely, which suggests they are cited as reference sources or comparison points rather than as picks. That distinction shapes where client work can realistically move outcomes.

Below the top four, reach drops sharply. Honeydue, Credit Karma and the investing-oriented apps appear in a small share of answers, and several record no first-place placements at all. For these companies the near-term opportunity is presence and accurate framing, not displacing the leaders.

We would treat the top tier as a defensive account and the tail as a presence-building account, with separate scorecards so progress is judged against each company's own starting position rather than a single ranking.

What changed since last month

Questions This Section Answers

• What changed across the usable monthly Budgeting Apps snapshots?

The monthly figures come from separate answer samples, so a lower count in the latest month does not by itself show weaker standing. Several companies recorded fewer mentions and recommendations while their recommendation rates held roughly steady, which is consistent with a smaller sample rather than a change in how answers treat them.

The more notable movements are the ones where rates shifted alongside counts. Ramsey Solutions (Lampo Group) and Honeydue both saw recommendation rates fall noticeably, while Credit Karma's rose. These are observations to investigate, not conclusions about cause.

We would document the sample basis for each month before drawing any trend line, and compare rates rather than raw counts when the samples differ in size.

Company-by-company findings

Honeydue

Questions This Section Answers

• What measured visibility pattern and review priority does Honeydue have in Budgeting Apps?

Honeydue recorded 95 mentions (26.91%) and 76 recommendations (21.53%) across 353 answers included in the benchmark. Top 3 placements numbered 23; first-place recommendations numbered 12. Framing among its mentions was 76 positive, 19 neutral and 0 negative.

From October 2026 to November 2026, Honeydue's mention count fell from 145 to 95, while its recommendation count fell from 140 to 76. The recommendation rate was 28.87% and 21.53% respectively.

AI answers contained 1 conflicting claim about Honeydue: 0 critical, 0 high, 1 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://honeydue.com/.

Selected third-party review candidate: https://cnbc.com/select/best-budgeting-apps/.

Honeydue still earns recommendations in couple-focused questions, but its latest recommendation rate sits well below its earlier level. The single disputed claim concerns whether the free tier is limited or fully featured, which is exactly the kind of detail that shapes a couple's first impression.

We would verify the current free-tier terms against Honeydue's own materials, then prepare a conditional page brief and a publisher fact-check note. Any correction would wait on that verification.

Credit Karma

Questions This Section Answers

• What measured visibility pattern and review priority does Credit Karma have in Budgeting Apps?

Credit Karma recorded 64 mentions (18.13%) and 33 recommendations (9.35%) across 353 answers included in the benchmark. Top 3 placements numbered 6; first-place recommendations numbered 5. Framing among its mentions was 34 positive, 30 neutral and 0 negative.

From October 2026 to November 2026, Credit Karma's mention count rose from 40 to 64, while its recommendation count rose from 16 to 33. The recommendation rate was 3.30% and 9.35% respectively.

AI answers contained 1 conflicting claim about Credit Karma: 0 critical, 0 high, 1 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://creditkarma.com/about/releases/intuit-credit-karma-welcomes-all-minters.

Selected third-party review candidate: https://intuit.com/blog/budgeting/budgeting-apps/.

Credit Karma's mentions and recommendations both rose in the latest sample, and its recommendation rate improved alongside them. Its disputed claim concerns how many former Mint users moved to Credit Karma, a figure that carries real weight in Mint-alternative questions.

We would confirm the user-base figure from Credit Karma's own release before treating either recorded number as accurate, then brief the owned page and the Intuit source for review.

Quicken Inc.

Questions This Section Answers

• What measured visibility pattern and review priority does Quicken Inc. have in Budgeting Apps?

Quicken Inc. recorded 233 mentions (66.01%) and 203 recommendations (57.51%) across 353 answers included in the benchmark. Top 3 placements numbered 122; first-place recommendations numbered 41. Framing among its mentions was 207 positive, 26 neutral and 0 negative.

From October 2026 to November 2026, Quicken Inc.'s mention count fell from 290 to 233, while its recommendation count fell from 276 to 203. The recommendation rate was 56.91% and 57.51% respectively.

AI answers contained 10 conflicting claims about Quicken Inc.: 0 critical, 3 high, 7 medium, 0 low. Of these, 3 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://quicken.com/products/simplifi/.

Selected third-party review candidate: https://kiplinger.com/personal-finance/how-to-save-money/best-budgeting-apps.

Quicken Inc. holds a strong recommendation rate and appears in most answers, but its first-place finishes are modest relative to its reach. The disputed claims cluster around Simplifi pricing, where answers disagree on monthly and annual figures.

We would resolve the current Simplifi price from Quicken's own product page, then prepare a pricing fact sheet and a page brief. Publisher review would follow only once the correct figures are confirmed.

Rocket Money

Questions This Section Answers

• What measured visibility pattern and review priority does Rocket Money have in Budgeting Apps?

Rocket Money recorded 261 mentions (73.94%) and 222 recommendations (62.89%) across 353 answers included in the benchmark. Top 3 placements numbered 79; first-place recommendations numbered 24. Framing among its mentions was 233 positive, 28 neutral and 0 negative.

From October 2026 to November 2026, Rocket Money's mention count fell from 327 to 261, while its recommendation count fell from 310 to 222. The recommendation rate was 63.92% and 62.89% respectively.

AI answers contained 29 conflicting claims about Rocket Money: 0 critical, 1 high, 28 medium, 0 low. Of these, 1 was rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://rocketmoney.com/.

Selected third-party review candidate: https://cnbc.com/select/mint-budgeting-app-is-going-away-here-are-some-alternatives/.

Rocket Money combines high reach with a solid recommendation rate, though first-place finishes are limited. Its disputed claims are numerous and mostly concern Premium pricing, with answers offering different monthly and annual ranges.

We would build a single verified pricing reference from Rocket Money's own materials, then use it to brief the owned page and to support a fact-check request to the Mint-alternatives publisher.

Monarch Money

Questions This Section Answers

• What measured visibility pattern and review priority does Monarch Money have in Budgeting Apps?

Monarch Money recorded 338 mentions (95.75%) and 300 recommendations (84.99%) across 353 answers included in the benchmark. Top 3 placements numbered 224; first-place recommendations numbered 122. Framing among its mentions was 309 positive, 29 neutral and 0 negative.

From October 2026 to November 2026, Monarch Money's mention count fell from 456 to 338, while its recommendation count fell from 435 to 300. The recommendation rate was 89.69% and 84.99% respectively.

AI answers contained 18 conflicting claims about Monarch Money: 0 critical, 6 high, 12 medium, 0 low. Of these, 6 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://monarchmoney.com/.

Selected third-party review candidate: https://nerdwallet.com/finance/learn/best-budget-apps.

Monarch Money appears in nearly every answer in the benchmark and earns an affirmative recommendation in most of them, so its visibility and its endorsement level are both strong. The two should be read as separate measures: a high recommendation share describes how answers framed the company, not how buyers behaved or what the product delivers.

Its disputed claims cluster around pricing, with one conflict rated high priority. We would verify current plan pricing on Monarch's own page before proposing any correction, then prepare a pricing page brief and a publisher fact-check note. The high-priority conflict should be resolved first, and the entity and date confirmed before either claim is treated as an error.

Betterment LLC

Questions This Section Answers

• What measured visibility pattern and review priority does Betterment LLC have in Budgeting Apps?

Betterment LLC recorded 2 mentions (0.57%) and 1 recommendation (0.28%) across 353 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 1 positive, 1 neutral and 0 negative.

From October 2026 to November 2026, Betterment LLC's mention count fell from 3 to 2, while its recommendation count stayed at 1. The recommendation rate was 0.21% and 0.28% respectively. The count was unchanged: the rate difference comes from dividing it by 485 answers in October 2026 and 353 in November.

AI answers contained 0 conflicting claims about Betterment LLC: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected third-party review candidate: https://cnbc.com/select/best-budgeting-apps/.

Betterment LLC appears in only a handful of answers and holds a single recommendation, with no top-three or first-place placements. Its one recorded recommendation rate change reflects a different sample size rather than a change in the underlying count.

We would keep Betterment outside the correction queue and instead review the third-party page where it appears, checking whether the current description matches the product before proposing any change.

Acorns Grow Inc.

Questions This Section Answers

• What measured visibility pattern and review priority does Acorns Grow Inc. have in Budgeting Apps?

Acorns Grow Inc. recorded 5 mentions (1.42%) and 2 recommendations (0.57%) across 353 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 2 positive, 3 neutral and 0 negative.

From October 2026 to November 2026, Acorns Grow Inc.'s mention count fell from 8 to 5, while its recommendation count fell from 8 to 2. The recommendation rate was 1.65% and 0.57% respectively.

AI answers contained 0 conflicting claims about Acorns Grow Inc.: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected third-party review candidate: https://pcmag.com/picks/the-best-personal-finance-services.

Acorns Grow Inc. has minimal presence in the benchmark, with a few mentions and fewer recommendations, and no top-three placements. Its recommendation count fell in the latest sample, though the numbers are too small to support a trend claim.

We would review the personal-finance publisher page where Acorns appears to confirm the current description, and hold any content work until that check is complete.

NerdWallet, Inc.

Questions This Section Answers

• What measured visibility pattern and review priority does NerdWallet, Inc. have in Budgeting Apps?

NerdWallet, Inc. recorded 128 mentions (36.26%) and 3 recommendations (0.85%) across 353 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 4 positive, 124 neutral and 0 negative.

From October 2026 to November 2026, NerdWallet, Inc.'s mention count rose from 74 to 128, while its recommendation count fell from 11 to 3. The recommendation rate was 2.27% and 0.85% respectively.

AI answers contained 0 conflicting claims about NerdWallet, Inc.: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://nerdwallet.com/finance/learn/best-budget-apps.

Selected third-party review candidate: https://cnbc.com/select/best-budgeting-apps/.

NerdWallet, Inc. is mentioned in over a third of answers but almost never recommended, and its framing is overwhelmingly neutral. That pattern fits a company cited as a comparison source rather than as a budgeting pick.

We would not treat this as a conversion problem to fix. Instead we would review the owned page and the third-party pages where it appears, confirm how NerdWallet is described, and decide whether any content work is warranted.

Wealthfront Corporation

Questions This Section Answers

• What measured visibility pattern and review priority does Wealthfront Corporation have in Budgeting Apps?

Wealthfront Corporation recorded 1 mentions (0.28%) and 0 recommendations (0.00%) across 353 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 0 positive, 1 neutral and 0 negative.

From October 2026 to November 2026, Wealthfront Corporation's mention count fell from 3 to 1, while its recommendation count fell from 1 to 0. The recommendation rate was 0.21% and 0.00% respectively.

AI answers contained 0 conflicting claims about Wealthfront Corporation: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected third-party review candidate: https://cnbc.com/select/best-budgeting-apps/.

Wealthfront Corporation recorded a single mention and no recommendations in the latest sample, with neutral framing. The absence of recommendations is the starting point to understand, not a target to set.

We would review the third-party page where Wealthfront appears to confirm the current description, and defer any content proposal until that review establishes whether the product is being represented accurately.

YNAB (You Need A Budget)

Questions This Section Answers

• What measured visibility pattern and review priority does YNAB (You Need A Budget) have in Budgeting Apps?

YNAB (You Need A Budget) recorded 338 mentions (95.75%) and 306 recommendations (86.69%) across 353 answers included in the benchmark. Top 3 placements numbered 226; first-place recommendations numbered 74. Framing among its mentions was 315 positive, 23 neutral and 0 negative.

From October 2026 to November 2026, YNAB (You Need A Budget)'s mention count fell from 453 to 338, while its recommendation count fell from 438 to 306. The recommendation rate was 90.31% and 86.69% respectively.

AI answers contained 7 conflicting claims about YNAB (You Need A Budget): 0 critical, 2 high, 4 medium, 1 low. Of these, 2 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://ynab.com/.

Selected third-party review candidate: https://nerdwallet.com/finance/learn/best-budget-apps.

YNAB (You Need A Budget) leads the peer set on reach and recommendations, with the most top-three placements of any company. Its disputed claims concern annual pricing and free-trial availability, both rated high or medium priority.

We would verify current pricing and trial terms from YNAB's own page, then prepare a pricing and trial fact sheet plus a page brief. Publisher review would follow once the correct terms are confirmed.

Ramsey Solutions (Lampo Group)

Questions This Section Answers

• What measured visibility pattern and review priority does Ramsey Solutions (Lampo Group) have in Budgeting Apps?

Ramsey Solutions (Lampo Group) recorded 92 mentions (26.06%) and 21 recommendations (5.95%) across 353 answers included in the benchmark. Top 3 placements numbered 4; first-place recommendations numbered 0. Framing among its mentions was 22 positive, 70 neutral and 0 negative.

From October 2026 to November 2026, Ramsey Solutions (Lampo Group)'s mention count fell from 100 to 92, while its recommendation count fell from 83 to 21. The recommendation rate was 17.11% and 5.95% respectively.

AI answers contained 1 conflicting claim about Ramsey Solutions (Lampo Group): 0 critical, 0 high, 1 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://ramseysolutions.com/money/everydollar.

Selected third-party review candidate: https://nerdwallet.com/finance/learn/everydollar-app-review.

Ramsey Solutions (Lampo Group) is mentioned fairly often but recommended rarely, and its recommendation rate dropped sharply in the latest sample. Its disputed claim concerns whether EveryDollar Premium offers a trial.

We would verify the current trial and free-version terms from Ramsey's own page, then prepare a conditional page brief and a fact-check note for the EveryDollar review publisher. Any correction would wait on that verification.

The CiteWorks five-step improvement plan

Step 1. Establish the baseline

Questions This Section Answers

• What should the agency deliver when it works to establish the baseline for Budgeting Apps?

We would build a scorecard that records each company's mentions, recommendations, top-three and first-place placements against the same answer set, with the sample size noted beside every rate. Each row would carry an owner and a review status so future months can be compared on a documented basis.

The scorecard would also record which questions each company appears in, so later work can be tied to specific answer contexts rather than a single headline rate.

Step 2. Verify disputed facts

Questions This Section Answers

• What should the agency deliver when it works to verify disputed facts for Budgeting Apps?

AI answers contained 67 conflicting claims across 7 companies. Another 0 possible conflicts were excluded because their company matches were uncertain. The conflicting claims need fact-checking before any corrections are proposed.

We would work through the disputed claims company by company, starting with the high-priority pricing conflicts for Monarch Money, YNAB (You Need A Budget) and Quicken Inc. Each claim would be checked against current primary sources, with the date and source recorded.

Claims whose company match is uncertain stay outside the queue. Where sources confirm a figure, we would note it for page and publisher work; where they do not, we would record a no-change decision.

Step 3. Review owned pages

Questions This Section Answers

• What should the agency deliver when it works to review owned pages for Budgeting Apps?

We would assign page briefs to the owned pages already identified, beginning with the pricing and free-tier pages where disputed claims cluster. Each brief would specify the facts to confirm, the questions the page should answer, and the evidence required before any edit.

Briefs would be reviewed against current page contents rather than assumed gaps, and edits would be proposed only where verification supports them.

Step 4. Review third-party sources

Questions This Section Answers

• What should the agency deliver when it works to review third-party sources for Budgeting Apps?

We would prepare source-review packages for the third-party publishers where client companies appear, starting with the pages that carry the most citation appearances. Each package would set out the specific claim, the verified evidence and the requested change, if any.

Requests would be framed as fact checks rather than complaints, and we would record responses separately from confirmed edits so the outcome of each request is clear.

Step 5. Address buyer questions and measure again

Questions This Section Answers

• What should the agency deliver when it works to address buyer questions and measure again for Budgeting Apps?

We would turn the observed buyer questions into content briefs, focusing on the couple, family and Mint-alternative questions where several companies already appear. Briefs would answer the question directly and cite verified facts.

After the next measurement cycle we would compare the fresh scorecard with the baseline, recording completed work separately from answer outcomes and noting the comparability limits of each sample.

Third-party authority and citation opportunities

Questions This Section Answers

• Which cited publisher pages support targeted source review in Budgeting Apps?

These pages are candidates for review, not confirmed errors. Citation appearances are counted across the captured answers and are not added again for each company.

The publisher list should be prioritized by how often each page is cited and how many client companies it covers. The CNBC budgeting page and the NerdWallet budgeting page reach the widest set of companies, while the Kiplinger and PCMag pages cover fewer but still relevant names.

Citation frequency does not show that a page influenced an answer, so each page needs its contents checked before any request. We would confirm what the page currently says about each company, then decide whether a fact-check request is justified.

The smaller pages, including the bank resource and the Rocket Money comparison, are worth reviewing only where a specific client company depends on them.

What we'd prioritize first

The first priority is the pricing and free-tier conflicts for the three most visible companies, because those claims sit in the answers that shape the most buyer decisions. Resolving them gives the page and publisher work a verified foundation.

The second priority is the gap between mentions and recommendations for NerdWallet, Inc. and Ramsey Solutions (Lampo Group). We would investigate how those companies are described before proposing any content change.

The third is presence-building for the low-reach companies, handled through source review rather than correction requests. All three tracks run on the same scorecard so progress is measured against each company's own baseline.

Methodology and conclusion

Questions This Section Answers

• What do the Budgeting Apps sample and source-review limits allow us to conclude?

This report covers 2026-11. The exact dates when the original AI answers were collected have not been verified. The visibility rates use 353 answers that met the benchmark's inclusion rules. A company is recommended only when the answer both endorses it and uses positive wording. Top 3 and first-place counts are part of those recommendations, not extra recommendations.

An answer can mention or recommend several companies, so company counts cannot be added to find the number of distinct answers. The net sentiment score is positive minus negative mentions, divided by all company mentions; it describes answer wording, not customer satisfaction.

The wider citation analysis covers 800 captured answers and 5380 appearances of cited URLs. Citation appearances across all captured answers differ from the number of benchmark answers citing a page and the number that also recommend a company. The current contents of cited pages and disputed company claims still need independent verification.

Monthly sample coverage:

The answer samples differ between months. These comparisons show how the recorded results changed; they do not establish why they changed.

The benchmark measures how often companies are mentioned and affirmatively recommended across a fixed set of answers, with top-three and first-place placements counted within those recommendations. Rates describe answer wording, not customer satisfaction or market share.

Because the monthly samples differ in size, month-to-month comparisons show how recorded results moved, not why. The disputed claims quoted here are AI answer text awaiting verification, not established company facts.

We would use the next cycle to confirm the baseline, complete the fact checks and record delivered work separately from answer outcomes, without assuming that any single change will move results.