All five phases are done. Competitive rank changes depending on which of the audit’s three methods measures it.
The complete, cross-phase report for the ATB positioning audit. Two domains that show zero keyword overlap with ATB in Phase 2 — accountingpracticesales.com and poegroupadvisors.com — are the same two that lead Phase 3’s live California SERP breadth (99.6% each) and Phase 4’s 5-engine AI leaderboard (27.90% and 37.93% share of voice). ATB itself ranks 9th of 10 on that leaderboard: zero link citations and one brand mention, across all five engines combined. Phase 5 (Synthesis, free) closes the audit at $20.66 total.
keyword-brief.html, Phase
1’s own approved Gate 1 deliverable, which stays exactly where it is, untouched. It is also
not the eventual client-facing final report — that’s a Phase 5 / end-of-audit
artifact, built later from this same data, likely via the full print/flipbook pipeline. Where Phase 1 or
Phase 2 content already has a full deliverable, this brief gives the headline findings and links out
rather than duplicating pages of detail.
sge with_link/without_link pulls (verified, not
assumed: 0 citations in every cluster), unambiguous separate labels, a denominator next to every
percentage in that section, and a standing note on AI Overview’s platform scope (Google Search
specifically). (2) Phase 2’s gap files (§p2-oncat) now carry an on-category breakdown alongside
the unchanged full/general totals, using the same documented rule set Phase 1 established for
all-keywords.csv, applied fresh to the larger gap sets. Full detail in RUN-LOG.md.
derived/breadth.csv for that
synthesis, found that prohorizons.com and cpasales.com had been incorrectly reported as zero breadth in
§p3-breadth below — both actually rank under their www. subdomain in the underlying
data. Corrected in place there, with a note explaining the fix; search-summary.md carries the same
correction. Full detail in RUN-LOG.md.
$20.66 total. Five of five phases complete. Audit closed.
The whole audit’s arc, stated once, before any of the detail below — five phases, two gates, a plan-quoted ceiling of roughly $51 for the full run.
| Phase | Status | Actual | Plan estimate | Gate |
|---|---|---|---|---|
| 1 · Keyword Build | Complete | $1.83 | $3.41 | Gate 1 — approved 2026-08-29 |
| 2 · Competitive Map | Complete | $0.68 | $2.90 | none required |
| 3 · Search | Complete | ~$13.77 | $21.00 | none required |
| 4 · AI Visibility | Complete | ~$4.38 | ~$24.00 | Gate 2 — approved 2026-08-29 |
| 5 · Synthesis | Complete | $0.00 | free | none required — closes the audit |
All five phases came in at or under their plan estimate — Phase 1 at 54% of quote, Phase 2
at 23%, Phase 3 at roughly 66% ($13.77 of a $21.00 quote — credits estimated from Phase 3’s
per-invocation call-volume logs, since the account’s real-time balance figure did not move all session and
RUN-LOG.md treats it as unreliable for this purpose), Phase 4 at roughly 18% ($4.38 of a $24.00 quote —
under mainly because prompts-by-target bills per row returned, not per row requested, and ATB had almost
nothing to return), Phase 5 free as specced — primarily because flat-rate domain/*
data already pulled in Phase 1 was reused rather than re-billed in Phase 2, and because the niche’s real
discoverable keyword footprint turned out smaller than PLAN.md’s pre-run assumption (full detail in
RUN-LOG.md). The five-phase audit lands at
$20.66 total — about 41% of the ~$51 ceiling.
14,184 raw rows narrowed to a 417-keyword universe, then a 151-term working list.
Condensed here to the headline findings. Full detail — all 15 sections, cluster cards, the per-competitor comparison, the motivation rule set — lives in the approved Gate 1 deliverable, which this brief links out to rather than duplicates: 01 — Keyword Build/keyword-brief.html.
| Domain | Common w/ ATB | Status |
|---|---|---|
| accountingbroker.com | 198 — #1 of any domain | Newly identified, not on the client’s original list |
| acctsales.com | 157 — #3 | Newly identified |
| prohorizons.com | 141 — #5 | Newly identified, CA/OR/WA-focused |
| Accounting Practice Sales, Poe Group Advisors, Green Growth CPAs | 0, all three | Client-named, verified real and distinct — genuinely zero organic overlap with atbcal.com |
Full roster detail, including domain_relevance and the per-competitor gap tables, in
keyword-brief.html §04 and §09.
Full-coverage motivation tagging (0 ambiguous rows, up from 30% coverage in the prior revision)
reversed an earlier, partial-data reading that looked roughly sell/buy balanced. ATB’s presence rate is
roughly even between the two sides — the buy-side pool is simply much larger. Detail in
keyword-brief.html §06–07.
Cost: $1.83 actual (9,158 credits) against a $3.41 plan estimate — under,
primarily because Google autocomplete has no callable tool in this MCP surface and several seeds returned zero
rows from every discovery endpoint. Full call-by-call log in RUN-LOG.md.
ATB is cited inside an AI Overview zero times, and occupies zero of four major SERP answer features, across all 602 of its own ranking keywords.
Full treatment here — this is the first time Phase 2’s findings get the visual system
applied. Plain-language source: 02 — Competitive Map/competitive-map-summary.md.
The five gap files themselves live in 02 — Competitive Map/gaps/.
| Domain | Common w/ ATB | Total keywords on record |
|---|---|---|
| accountingpracticesales.com | 0 | ≥2,000 (pagination capped by scope decision) |
| poegroupadvisors.com | 0 | ≥1,398 (fully enumerated) |
| greengrowthcpas.com | 0 | ≥2,000 (pagination capped by scope decision) |
Overlap-based discovery and a domain’s own scale measure different things. All three are verified, real, distinct businesses — genuinely invisible to keyword-overlap discovery, and genuinely larger than ATB on their own record.
Platform scope, stated once, holds for every “AI Overview” mention in Phase 1 and Phase 2: this is Google Search’s AI Overview (SGE) specifically — not ChatGPT, Perplexity, Gemini, or Google’s separate AI Mode. Every finding in Phase 1 and Phase 2, including everything below, measures Google Search only. Multi-engine coverage (ChatGPT, Perplexity, Gemini, AI Mode) is Phase 4, not yet run.
| Competitor | Citing rows | Share of 77 |
|---|---|---|
| poegroupadvisors.com [zero organic overlap] | 31 | 40% |
| accountingpracticesales.com [zero organic overlap] | 15 | 19% |
| go2bbi.com | 12 | 16% |
| accountingbroker.com | 10 | 13% |
| accountingfirmsold.com | 8 | 10% |
| acctsales.com | 1 | 1% |
The single most-repeated case: “cpa firms for sale in california” (volume 70) is cited
inside the AI Overview by four different competitors — go2bbi.com, accountingfirmsold.com,
accountingpracticesales.com, and poegroupadvisors.com — each at AI Overview position 1, while ATB ranks
organically at positions 4–60 across four different pages and is cited by none of them. The two leading
citing domains are the same two zero-organic-overlap, client-named domains that lead breadth above — a
domain invisible to keyword-overlap discovery can still be the domain an AI Overview cites on ATB’s own
core sell-side terms. Source: gaps/gap-ai-overview.csv.
| Feature | Present on the SERP, ATB not inside it | ATB inside it |
|---|---|---|
| People Also Ask | 379 | 0 |
| Local Pack | 186 | 0 |
| AI Overview (sge) | 109 | 0 |
| Featured Snippet | 27 | 0 |
This is a wider pattern than the AI Overview gap alone — the same zero holds for local pack,
featured snippets, and People Also Ask. Source: gaps/gap-serp-features.csv (592 rows).
| Page | Gap keywords | Combined volume | Read |
|---|---|---|---|
| accountingpracticesales.com — New York/Northeast hub | 425 | 83,930 | Off-geo regional hub page — the same page-type exists for California too (50 kw, 4,900 vol) |
| zbscpas.com — payroll & tax | 43 | 11,640 | Off-category — payroll, not practice-sale |
| goodaccountants.com — NY financial audits | 74 | 10,700 | Off-category — audit lead-gen |
| greengrowthcpas.com — IRS Form 8300 guide | 117 | 5,480 | Off-category — general tax-compliance content |
The pattern already named in Phase 1 — most competitors’ keyword gap isn’t cleanly
on-category — holds again at the page level. Sources: gaps/gap-keywords.csv,
gaps/gap-pages.csv.
Both full/general numbers (7,606 gap keywords, 1,328 gap pages) stay exactly as reported above — nothing is deleted or buried. This is a new, additional split laid alongside them, not a replacement, per the client’s explicit ask: see the on-category subset as the more actionable list, but don’t lose the bigger picture.
Method — the same judgment Phase 1 already established for
all-keywords.csv, applied fresh to Phase 2’s larger gap sets (most of which were never
run through Phase 1’s classification — a different, larger pull). Six ordered rules, first match wins,
same discipline as the motivation rule set:
- 1. Brand-collision. The keyword textually matches a roster competitor’s name/domain root and ranks for ≤2 distinct domains across the whole gap-keywords.csv set — real ranking concentration, not just a text match, decides this (see QA below for why the text-only version of this rule was wrong on the first pass). → off-category.
- 2. Phase 1’s base gate, reapplied unchanged: on-category requires both a transaction term
(sale, buy, merger, valuation, succession, broker, roll-up, financing, acquisition, transition, exchange) and
an accounting-entity term (practice, firm, CPA, accounting, accountant, bookkeeping) in the same keyword. Anything
short of both is off-category here — exactly Phase 1’s own
dropped.csvtreatment (off_category_no_transaction_entity_match), not a new judgment call. - 3–5, applied only to keywords that passed rule 2 (both terms present): payroll content → off-category · audit-lead-gen (financial-statement/compliance audit services, a different service line) → off-category · generic tax-prep/compliance content (filing, IRS forms, tax calculators, crypto/foreign-exchange tax topics) → off-category.
- 6. Out-of-state / out-of-country regional-hub content. A non-CA US state name in the keyword itself, or
the competitor’s own ranking URL is a non-CA state/Canada regional-hub page or an individually geo-tagged
listing page (e.g.
.../united-states/northeast/new-york/,.../canada/ontario/, or a listing slug decoding to “…, fl”) — verified from the URL’s own geography, the same standard already used for the accountingpracticesales.com New York hub page above. → off-category. - Anything clearing all six rules → on-category.
Two genuinely close calls, resolved on evidence rather than forced either way, both caught in QA:
“cpa sales practice” and “accounting practice sales [state]” variants
text-match a competitor brand (cpasales.com, accountingpracticesales.com) but each ranks across 5–7
unrelated domains in the gap dataset, not just the one domain the brand belongs to — real ranking
behavior overrules the text match, so these were kept on-category (or, for the state-tagged variants, correctly
routed to rule 6 instead). An earlier pass of rule 1 used text-matching alone and wrongly excluded both as
brand-collision; fixed by gating the rule on ranking concentration (≤2 domains) before accepting a text match,
the same domain-diversity check now folded into the rule itself. prohorizons.com/pacific/ was kept
on-category rather than flagged out-of-state despite the page-level region name, because Phase 1 already
documented prohorizons.com as CA/OR/WA-focused and one of its own on-category gap keywords on that exact page is
“ca practice sales” — real evidence of California relevance, not a forced call either way.
| Keyword | Volume | Domains ranking | Example domain |
|---|---|---|---|
| valuation of firm methods | 590 | 1 | greengrowthcpas.com |
| accounting purchasing | 480 | 1 | accountingpracticesales.com |
| accounting practice exchange | 260 | 5 | accountingbroker.com |
| cpa sales practice | 260 | 7 | accountingfirmsold.com |
| western practice sales california | 260 | 1 | accountingpracticesales.com |
| cpa practice for sale | 260 | 3 | acctsales.com |
| cpa practices for sale | 260 | 2 | acctsales.com |
| accounting merger | 170 | 1 | accountingbroker.com |
| Page | On-category top term | Its volume | Page total gap keywords |
|---|---|---|---|
| poegroupadvisors.com/ | accounting practice exchange | 260 | 149 |
| acctsales.com/practices-for-sale/ | accounting practice exchange | 260 | 89 |
| cpasales.com/ | accounting practice exchange | 260 | 48 |
| accountingfirmsold.com/ | cpa sales practice | 260 | 40 |
| poegroupadvisors.com/buying/ | buy a cpa firm | 140 | 21 |
Off-category rule breakdown, for transparency — gap-keywords.csv:
no transaction/entity match 6,505 · out-of-state/out-of-country regional hub 312 · brand-collision 22
· payroll 3 · generic tax-prep 2 · audit-lead-gen 0 (no keyword that cleared the base gate also
matched this rule). gap-pages.csv: no transaction/entity match 1,208 · out-of-state/out-of-country
25 · brand-collision 8. New files: gaps/gap-keywords-on-category.csv (762 rows) and
gaps/gap-pages-on-category.csv (87 rows), each carrying a new on_category_rule column
stating which rule matched. The original gap-keywords.csv / gap-pages.csv are
untouched — still the full/general reference, unchanged row-for-row.
Two different things sit in this table, deliberately kept in separate columns. “AI Overview share” (Google Search’s AI Overview/SGE — see the scope note above; not ChatGPT, Perplexity, Gemini, or AI Mode) is a Phase 1 stat about the whole cluster’s keyword population, regardless of who ranks. “ATB ranks organically” is a separate, unrelated Phase 1 stat about ATB’s own plain organic ranking presence in that cluster (the URL-clustering “who ranks” data). Neither of those says anything about whether ATB is cited inside an AI Overview — that required a real, new cross-reference against Phase 2’s citation pulls, which the two right-hand columns below report for the first time, verified per cluster rather than assumed from the aggregate.
| Cluster | Size | AI Overview share (cluster-wide) | ATB ranks organically | ATB cited in AI Overview |
|---|---|---|---|---|
| Blog & news articles | 13 | 76.9% (10 of 13) — highest | 1 of 13 | 0 of 1 keyword ATB ranks for that triggers one |
| Succession & merger/M&A content | 7 | 71.4% (5 of 7) | 0 of 7 — absent entirely | n/a — ATB ranks 0 keywords in this cluster |
| Other / miscellaneous ranking pages | 17 | 41.2% (7 of 17) | 3 of 17 | 0 of 1 keyword ATB ranks for that triggers one |
| Buyer guidance content | 37 | 37.8% (14 of 37) — highest with real volume | 10 of 37 — 3× sell-side guidance volume | 0 of 2 keywords ATB ranks for that trigger one |
| Valuation content | 12 | 33.3% (4 of 12) | 4 of 12 | 0 of 1 keyword ATB ranks for that triggers one |
| Seller guidance content | 25 | 32.0% (8 of 25) | 15 of 25 — cleanest side split, 100% sell | 0 of 1 keyword ATB ranks for that triggers one |
| Broker homepages & about/contact pages | 89 | 24.7% (22 of 89) | 31 of 89 | 0 of 4 keywords ATB ranks for that trigger one |
| ATB’s own ranking pages | 26 | 23.1% (6 of 26) | 26 of 26 — branded cluster, by definition | 0 of 6 keywords ATB ranks for that trigger one — highest count of any cluster |
| Practice listings & regional pages | 169 | 13.6% (23 of 169) — lowest substantive cluster | 69 of 169 — largest cluster, strongest ATB presence | 0 of 11 keywords ATB ranks for that trigger one — highest count of any non-branded cluster |
| Financing content | 4 | 0.0% (0 of 4) | 0 of 4 — absent entirely | n/a — ATB ranks 0 keywords in this cluster |
| No ranking page identified (discovery-only) | 18 | 0.0% (0 of 18) | 0 | n/a — ATB ranks 0 keywords in this cluster |
Method: for each cluster, its keywords were intersected against the exact 602-row keyword set
atbcal.com’s own domain/keywords pull returned (the same set Phase 2’s 2.3/2.4 sge
with_link/without_link pulls were run against) to get “ATB ranks organically.” Of that intersection,
each keyword’s own serp_features field (cross-validated against the saved sge
without_link raw file — both methods agree exactly, 90 of 90 keywords) determined whether it triggers
an AI Overview. Since ATB’s global sge with_link pull already returned a genuine, structurally
confirmed empty set (0 of 602 rows, logged in RUN-LOG.md, Phase 2 step 2.4), every cluster subset of
that same 602-row set is mathematically guaranteed to be 0 as well — this table reports that per cluster
rather than leaving it assumed. 8 of 11 clusters have at least one AI-Overview-triggering keyword ATB ranks for;
in all 8, the citing count is 0. Practice listings (11) and ATB’s own branded cluster (6) carry the most such
keywords — the largest exposure, and still zero. Separately, and unrelated to citation: the two clusters with
the highest cluster-wide AI Overview trigger rate (blog/news, succession/merger) are also where ATB’s organic
presence is thinnest or entirely absent. Full method and the per-cluster script output logged in
RUN-LOG.md; the un-cross-referenced 11-row table (cluster-wide share only) remains in
competitive-map-summary.md §5, unchanged.
Cost: $0.68 actual (3,400 credits) against a $2.90 plan estimate — under,
because all 13 competitors’ domain/keywords data was reused from Phase 1’s already-paid
pulls rather than re-billed. Full call-by-call log in RUN-LOG.md.
Two zero-organic-overlap competitors dominate California SERP breadth at 99.6% each — ATB sits mid-pack at 71.6%, tied with accountingfirmsold.com.
151 selected terms × 25 California MSAs, desktop — the audit’s only metered stage. Answers Q2 (under what conditions competitors show up) and Q4 (what the buyer actually sees on the page, not just rankings). Plain-language source: 03 — Search/search-summary.md.
27 gaps were flagged and documented during collection (RUN-LOG.md, Groups A–E: stuck/`processing`
SERP tasks, retried at least once each, never resolved). A further 9 gaps were found only during this
consolidation: an audit of every raw file’s own embedded keyword against the filename it’s
saved under found 12 files across two metros (Merced, San Luis Obispo–Paso Robles — both in Group
E’s territory) holding a duplicate copy of a different keyword’s result, meaning the keyword
that should have been there was never really captured. RUN-LOG.md’s own account of this incident caught 4
mislabeled task IDs and 2 dropped keywords at the time; the full content-vs-filename audit found the true extent
was larger. All 36 gaps, tagged by discovery method with task IDs where known, are in
03 — Search/raw/known-gaps.csv. Manifest merge detail (115 colliding keys / 125 excess rows
across the 6 source manifest files, mechanical duplicates — not related to the 9 content gaps above) is in
search-summary.md.
Phase 2’s domain/competitors overlap metric (national, keyword-count-based)
ranked accountingbroker.com #1 (198 common keywords with ATB) and go2bbi.com #2 (166), while
accountingpracticesales.com and poegroupadvisors.com registered zero organic keyword overlap
and were flagged “invisible to keyword-overlap discovery.” On this California-metro SERP breadth
measure — a live capture of the 151 selected keywords across all 25 metros, not a domain-level API
snapshot — those same two zero-overlap domains are the two most dominant in the dataset, and go2bbi.com
falls to 10th with well under half their footprint. Two roster domains (greengrowthcpas.com, goodaccountants.com)
show genuinely zero breadth on this specific keyword set — they never place inside the top-20 organic
results for any of these 151 keywords, in any of the 25 metros — and a third (zbscpas.com) shows almost
none (1 of 275, 0.4%).
Correction, found during Phase 5 verification. This chart originally reported
prohorizons.com and cpasales.com as zero breadth too. Both actually rank in derived/breadth.csv
under their www. subdomain rather than the bare domain — a domain-matching gap in the script
that filtered the 3,000-domain field down to the 13-domain roster. Corrected here: prohorizons.com 225 of 275
(81.8%, 4th overall) and cpasales.com 174 of 275 (63.3%, 9th overall). search-summary.md and
RUN-LOG.md carry the same correction.
ATB’s own breadth: 197 of 275 (71.6%), 6th of the 14 roster+ATB domains
(tied with accountingfirmsold.com, behind prohorizons.com), 2,229 total organic appearances, split 1,323
sell-side / 830 buy-side / 76 tagged both. Source: derived/breadth.csv.
Same Google-Search-AI-Overview scope note as §02 holds here. This
cross-reference compares two different measurements of the same surface, not two runs of the same measurement:
Phase 2 checked ATB’s own 602 already-ranking keywords (national scope) against the domain-level
sge/with_link API filter. Phase 3 is a live, California-geo-targeted fetch of the 151 curated,
higher-value keywords — a different keyword universe and a different retrieval method. Both numbers are
reported; neither corrects the other.
| Competitor | Citing rows (Phase 3, of 3,341) | Phase 2’s finding on ATB’s own keywords |
|---|---|---|
| accountingpracticesales.com [zero organic overlap] | 1,070 | 19% of citing rows (2nd) |
| poegroupadvisors.com [zero organic overlap] | 759 | 40% of citing rows (1st) |
The 13 keywords where atbcal.com is cited: accounting firms for sale near me, accounting
practice broker, brokerage accountant, brokerage accounting, sell cpa practice, selling a cpa practice, selling
a tax practice, selling an accounting practice, selling cpa practice, selling tax practice, selling to
accountants, tax firm for sale, tax practice for sale. Local pack: ATB appears in exactly 1 of 794
local-pack-bearing pairs (accounting practice broker × San Diego–Chula
Vista–Carlsbad) — consistent with Phase 2’s finding that ATB has no published physical address.
Source: derived/serp-features-domains.csv.
| Feature | Pairs present | Share |
|---|---|---|
| Related searches | 3,699 | 98.9% |
| Video | 3,694 | 98.8% |
| People Also Ask | 3,656 | 97.8% |
| AI Overview | 3,346 | 89.5% |
| Reviews | 3,327 | 89.0% |
| Local pack | 794 | 21.2% |
| Featured snippets | 5 | 0.1% |
Source: raw/manifest-final.csv, page-level serp_features summary per
pair.
ATB’s 2,229 organic appearances split roughly 59% sell-side / 37% buy-side / 3%
both — a similar sell-lean to what Phase 1 found in raw search-demand volume, though Phase 1
found buy-side demand volume itself larger; which side ATB shows up for and which side has more total
search volume are not the same question. derived/top-20-per-metro-cluster.csv holds the top 20
organic results (by rank_absolute) for each of the 275 metro×cluster combinations.
Cost: ~$13.77 (68,850 credits, estimated from Phase 3’s per-invocation
call-volume logs across all five collection groups — RUN-LOG.md’s standing note is that
getSubscription’s real-time balance did not move all session and is not reliable for this
purpose) against a $21.00 plan estimate. Full call-by-call log in RUN-LOG.md.
ATB ranks 9th of 10 competitors across 5 AI engines — zero link citations, one brand mention total.
Answers Q5 — per-engine brand vs. link presence, the 10-domain leaderboard, and 500 prompts
(limit=100 × 5 engines) parsed for every brand named and every domain cited. Full per-prompt detail:
04 — AI Visibility/ai-who-instead.csv
(62 rows). Raw responses: 04 — AI Visibility/raw/.
On any AI chart in this section — stated plainly, not a footnote. Google’s AI Overview reach is largely a function of being free and embedded in an existing search habit, not evidence of a stronger AI product. Its dominant weight below reflects distribution, not quality. Separately: AI Search data refreshes monthly (this pull is dated 2026-08-01 through 2026-09-01 depending on engine — see each raw file), while the rest of this audit’s search-layer data (Phases 2–3) is current as of today, 2026-08-29. The two dates are not the same clock.
| Domain | Rank | Share of voice | Link presence | Brand presence |
|---|---|---|---|---|
| poegroupadvisors.com | 1 | 37.93% | 128 | 50 |
| accountingpracticesales.com | 2 | 27.90% | 42 | 64 |
| prohorizons.com | 3 | 14.49% | 74 | 6 |
| acctsales.com | 4 | 5.42% | 9 | 12 |
| accountingbroker.com | 5 | 5.17% | 19 | 6 |
| cpasales.com | 6 | 3.59% | 2 | 10 |
| go2bbi.com | 7 | 2.87% | 15 | 1 |
| accountingfirmsold.com | 8 | 2.32% | 6 | 4 |
| atbcal.com (ATB) | 9 | 0.32% | 0 | 1 |
| nationalaccountingsales.com | 10 | 0% | 0 | 0 |
10th slot was deliberately left empty at Gate 2 (no directory/marketplace platform met the bar;
see §p3 roster note) — this is 9 of 10 filled slots plus ATB itself, not a 10-competitor field. All 9
competitors beat ATB on every one of the three tracked metrics; the gap to the weakest of them
(accountingfirmsold.com) is still 7× ATB’s share of voice. No prior-period baseline exists in this
account for atbcal.com — this is the first data point on record, not a measured decline. Source:
raw/leaderboard.json, raw/atbcal-overview-and-prompts.json.
| Prompt | Engine | What happened |
|---|---|---|
| “how to sell a bookkeeping shop” | AI Mode | Real link citation to https://atbcal.com/selling/ — ATB’s only link citation across all 5 engines. |
| “How to value a cpa firm for sale?” | ChatGPT | Answer text names “Accounting Tax Brokerage” alongside Poe Group Advisors — but the answer’s only hyperlink goes to a third party (madrasaccountancy.com), not atbcal.com. Named, not linked. |
| “cpa firms for sale in california” (vol. 70) | AI Overview | “Accounting & Tax Brokerage” appears by name as a listing broker inside a marketplace-style listings table, alongside Thrive Financial Group and others — not linked. Found via manual text review while building ai-who-instead.csv, not part of SE Ranking’s own tracked prompt corpus for atbcal.com — it sits outside the leaderboard’s official brand_presence=1 count above, not folded into it. |
Directly on ATB’s own tracked prompts (getAiSearchPromptsByTarget, limit=100 ×
5 engines): ai-overview 0 of 100, ai-mode 1 of 100, chatgpt 1 of 100, perplexity 0 of 100, gemini 0 of 100 returned
— 2 of 500 possible rows. The third instance above surfaced separately, inside the 60 competitor-anchored
prompts pulled for §p4-who-instead below. Source: raw/atbcal-overview-and-prompts.json,
ai-who-instead.csv.
| Prompt | Brands named in the answer | ATB present |
|---|---|---|
| cpa firms for sale near me | Accounting Practice Sales; DealStream; Accounting Practice Exchange; LoopNet; BizQuest | n |
| buying a cpa firm | Accounting Practice Sales; Accounting Practice Exchange | n |
| buy an accounting firm | Accounting Practice Sales; Poe Group Advisors; BizBuySell; DealStream; Accounting Practice Exchange | n |
| purchase cpa firm | Accounting Practice Sales; Poe Group Advisors; BizBuySell; Accounting Practice Exchange; Thrive Financial Group | n |
| purchasing a cpa firm | Accounting Practice Sales; Poe Group Advisors; BizBuySell; Accounting Practice Exchange | n |
| cpa firms for sale in california (vol. 70) | Accounting Practice Sales; Poe Group Advisors; ProHorizons; BBI; Accounting Firm Sold; BizBuySell; Accounting Practice Exchange; LoopNet; BizQuest; Thrive Financial Group; Accounting & Tax Brokerage | y (named, not linked — see above) |
The Accounting Practice Sales-anchored pull carries real off-category noise consistent with Phase
1’s already-documented branded-collision pattern — 8 of its 30 prompts (“funny tax facts,”
“tax funny,” “fun tax,” “funny taxes,” “tax fun,” “funny way
to say no,” “accountant marketing,” “best accounting podcasts”) are not accounting
M&A queries at all, flagged offcategory_noise: y in the CSV rather than silently dropped. The
Poe Group Advisors pull is cleaner — 0 of its 30 flagged off-category. Full 62-row detail, every prompt’s
complete brand list and cited domains, in ai-who-instead.csv.
- share_of_voice — a domain’s share of total AI-answer visibility across the tracked field (10 domains here), summed across all 5 engines. The ten values in this leaderboard sum to ~100% of the field.
- brand_presence — a mention. The domain’s brand name appears somewhere in an AI engine’s answer text, whether or not it is linked. Slow-moving, closer to awareness than to a traffic-driving citation.
- link_presence — a citation. The domain is actually hyperlinked as a source inside the answer. Faster-moving than brand_presence, and the one of the two a content lever can move directly.
- prompts-by-target vs. prompts-by-brand —
getAiSearchPromptsByTargetpulls prompts already associated with the primary domain (atbcal.com);getAiSearchPromptsByBrandpulls prompts associated with a named competitor instead, which is how §p4-who-instead surfaces the real field around ATB rather than just its absence.
Cost: ~$4.38 actual (~21,900 credits) against a ~$24.00
plan estimate — under, mainly because getAiSearchPromptsByTarget bills per row returned,
not per row requested at limit=100, and ATB had almost nothing to return. Budget headroom from that
step was redirected into the §p4-who-instead pulls rather than left unspent. “ATB” as a bare brand
string was screened and dropped before the leaderboard ran — a 10-prompt spot-check found severe collision
with NREL’s unrelated “Annual Technology Baseline” energy dataset (also abbreviated ATB), 1,317
matches on one engine alone. Only “Accounting & Tax Brokerage” (the full legal name) was tracked
from that point on. Full call-by-call log and the collision detail in RUN-LOG.md.
No domain’s competitive rank survives all three of the audit’s measurement methods unchanged.
Patterns and presence, stated plainly. Not recommendations — per SKILL.md, naming a pattern is description, recommending action is not. This phase adds no new data; it places Phases 1–4 side by side. Condensed here to the headline findings — full write-up, every table, and one data-quality correction found during verification: 05 — Synthesis/synthesis.html.
| Domain | P2 overlap rank | P3 breadth (of 275) | P4 AI leaderboard rank |
|---|---|---|---|
| accountingbroker.com | 1 (198 kw) | 3rd (91.3%) | 5th (5.17%) |
| go2bbi.com | 2 (166 kw) | 10th (42.5%) | 7th (2.87%) |
| acctsales.com | 3 (157 kw) | 5th (72.0%) | 4th (5.42%) |
| accountingfirmsold.com | 4 (152 kw) | 6th, tied w/ ATB (71.6%) | 8th (2.32%) |
| prohorizons.com | 5 (141 kw) | 4th (81.8%) | 3rd (14.49%) |
| nationalaccountingsales.com | 6 (132 kw) | 8th (64.0%) | 10th, last (0%) |
| cpasales.com | 7 (94 kw) | 9th (63.3%) | 6th (3.59%) |
| accountingpracticesales.com | zero overlap | 1st, tied (99.6%) | 2nd (27.90%) |
| poegroupadvisors.com | zero overlap | 1st, tied (99.6%) | 1st (37.93%) |
| atbcal.com (ATB) | n/a | 6th, tied (71.6%) | 9th (0.32%) |
The mirror case: go2bbi.com ranks 2nd by Phase 2 overlap but falls to 10th of 14 in Phase 3
breadth and 7th of 10 in Phase 4’s leaderboard — the steepest decline of any Direct-tier competitor.
The two zero-overlap domains also lead AI Overview citation in both Phase 2 (§p2-aio, 60% of citing rows)
and Phase 3 (§p3-aio, the two largest citing domains in a much larger dataset). Full table and method in
synthesis.html §02.
Even Phase 3’s largest number is small against the same dataset’s leaders —
accountingpracticesales.com cited 1,070 times, poegroupadvisors.com 759, against ATB’s 137. Full detail
in synthesis.html §03.
The demand pool is larger buy-side; ATB’s organic footprint and everything the audit
found of its AI visibility sit on the sell side. Full detail in synthesis.html §04.
The 4th client-named domain, Green Growth CPAs, sits in Different Track — zero overlap
(Phase 2) and zero breadth (Phase 3) — the only client-named domain not on the leaderboard, consistent
with the client’s own description of it as an acquirer, not a broker. Full table in
synthesis.html §05.
Cost: $0.00 — free, as specced. No SE Ranking API calls this phase. One
data-quality correction to Phase 3’s breadth chart, found during verification, is logged above at
§p3-breadth and in full in synthesis.html §07 / RUN-LOG.md.