The frontier studySee how an evidence-backed market study reads

Marketing intelligence to win inChatGPT

Reach the millions of buyers who ask AI what to pick — with evidence for every move

acme-tools.com · brand dashboard

43.8%

AI visibility · gemini

+6.2 pts · 14 days

Share of voice

  • buildledger.com34.6%
  • acme-tools.com28.4%
  • sitepro.io21.9%

Latest answers

  • best project tracker for construction teamscited #3
  • compare field management software for GCsabsent
  • software to track change orders across crewscited #2

Built on the primary record — engines probed, sources stored raw

More than 100 million people search with AI every day.

Brands that aren't in the answer don't exist. frontier makes sure yours is — and shows the receipts.

Scale your presence, not your workload

frontier is the evidence-first marketing platform for the AI-search era. Discover, monitor, correct, and act — with receipts.

Prompt Radar

See what buyers ask AI, and align strategy with demand.

Learn more

Discover the prompts your buyers actually ask

BuildLedger|

intent filterScan

Matching prompts

  • buildledger alternatives+41%high (est.)
  • buildledger alternatives for small GCs+18%high (est.)
  • construction punch list software+9%medium (est.)

demand modeled from observed engine fan-out — labeled as an estimate

Visibility Monitoring

See how AI represents your brand in every answer, daily.

Learn more

Share of voice by brand

acme-tools.com

43.8% +5%

buildledger.com

34.6% -3%

sitepro.io

21.9% +2%

fieldbook.app

15.1% -1%

Jul 25Aug 05

FactCheck

Catch what AI gets wrong about you — and who feeds it.

Learn more

Claims AI makes about you, verified against your own site

  • “Charges per-seat for field crews.”

    INACCURATE

    your pricing page says flat per-project · fed by g2.com · seen ×4

  • “Built for GCs managing multiple job sites.”

    ACCURATE

    matches your homepage · cited by chatgpt and gemini

  • “Offers a free tier for solo contractors.”

    UNVERIFIED

    your site doesn't address it — not that it's wrong

Playbooks

Evidence-grounded briefs for every gap worth closing.

Learn more

Gather gap evidence

ok

output · Uncited prompts

Load brand ground truth

ok

output · Site facts

Draft comparison brief

ok

output · Brief (draft)

Output

DRAFT

“BuildLedger alternatives” brief

## claims to make — backed by your site
## claims to avoid
## success metric

approve · edit · discard

Crawler Analytics

Track how AI systems crawl, cite, and send traffic to your site.

Learn more

All bot visits

32.6K +12k

AI citations

72.3K +12k

Human referrals

13.2K +0.3k

Pages indexed

18.2K +0.2k

Jul 25Aug 05

Opportunities

Find the highest-impact work for your brand, every week.

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Opportunities

Suggested this week

UNCITED GAPP90

Competitors own “best project tracker for construction teams” — you never appear.

+ track · archive

INACCURACYP85

AI repeats wrong pricing (seen ×4) — publish a canonical facts page.

+ track · archive

Tracked

  • Ship “BuildLedger alternatives” comparison page4 tasksHigh
  • Correct pricing narrative at the source3 tasksHigh

acme-tools.com · market study

drafted 14 min after domain entered

HIGH IMPACTFinding 3 of 12

BuildLedger owns the AI recommendation for your category — and their slow support is the opening.

  • AI ANSWER

    ChatGPT · prompt: "best project tracker for construction teams"
    recommends BuildLedger 7/10 runs · acme-tools: 0/10 · cited: g2.com, reddit.com

  • REVIEWS

    "Support took 9 days to answer our onboarding ticket."
    — BuildLedger review on Trustpilot, Mar 2026 · support named in 31 of 208 reviews, last 90 days

  • SERP

    google.com · "construction project tracker" · 2,400 searches/mo
    BuildLedger #3 · acme-tools #14

Recommended move: ship a "BuildLedger alternatives" comparison page — 1,300 searches/mo, nobody credible ranks yet — and lead with response times. Their own customers handed you the angle.

12 findings · 214 evidence records

sources: Google · Trustpilot · Reddit · OpenAI · Gemini

The study

Every finding opens into its receipts.

Point frontier at a domain and get a market study drafted from live SERPs, reviews, community threads, and AI answers — each claim linked to the stored response that backs it. Disagree with a finding? Check its evidence.

See the platform

Get your free AI fan-out report

Discover how your brand performs in AI answers — and where the openings are. Waitlist members get theirs first.

No spam. One email when it's your turn.

Get insights into:

  • AI visibility
  • Citation sources
  • Claim accuracy
  • Crawler traffic

acme-tools.com · fan-out report

AI visibility ranking

  • 1buildledger.com90.1%
  • 2acme-tools.com88.1%
  • 3sitepro.io87.3%
  • 4fieldbook.app66.9%

Claims w/ receipts

100%

Fan-out queries captured38
Sources cited across runs24
Inaccurate claims found2

One loop for every marketing job

AEO & SEO

Increase AI search visibility

Learn more
  • 1buildledger.com 34.6%
  • 2acme-tools.com 28.4%
  • 3sitepro.io 21.9%
  • 4fieldbook.app 15.1%

share of voice · live

Content & Demand

Ship briefs that earn citations

Learn more
1Analyzing prompt gaps
2Gathering citation evidence
3Loading brand ground truth
4Drafting comparison brief

playbook run

PR & Brand

Shape what AI says about you

Learn more
  • g2.comCompetitorMentioned
  • reddit.comEarnedMentioned
  • gartner.comCompetitorNo data
  • productboard.comCompetitorMentioned

citation landscape

Get your brand cited byChatGPT

Reach the millions of buyers who ask AI what to pick — with evidence for every move