The match call is free. Add a LinkedIn profile call per company at $0.0012 when you need follower counts.
USE CASES FOUNDERS & PRODUCT TEAMS
AI competitor analysis with sourced company data.
Rocket Money lists 7 funding rounds and the most ratings. Monarch, founded 2019, rates higher: 4.89.
AI competitor analysis works when the agent pulls company data instead of guessing it. On 20 October 2026 an agent profiled five US budgeting apps by founding year, staff range, funding and App Store rating. Monarch, founded in 2019, rated highest at 4.89. Rocket Money's profile lists 7 funding rounds up to a Series D. The run cost $0.0015.
FOR Founders and product teams who need a sourced view of competitors, not a generated one
THIS RUN · 20 OCT 2026 $0.0015 5 PAID CALLS · 2 NOT CHARGED
01 / SOURCED, NOT GENERATED
How to do an AI competitor analysis that you can check
Ask a chatbot to compare competitors and it writes a confident table from memory. Headcounts, founding years and ratings may be out of date or made up, and nothing tells you which.
An agent with company-data and app-store tools fills each cell from a lookup instead, and you can see the call behind every number. The run below compared five US budgeting apps on founding year, staff size, funding and App Store rating, and pulled the leader's Product Hunt launches. One funding lookup failed and was not charged, and two profiles listed no rounds. The page shows all of it.
02 / THE PROMPT PASTE IT INTO YOUR AGENT.
One prompt.
Your agent runs it.
Your agent picks the tools, makes the calls and reads the results. You see each charge as it settles.
PASTE THIS INTO YOUR AGENT
FIRST TIME? GIVE THIS TO YOUR AGENT FIRST
Works in 
and any agent that can run a terminal command.
and any agent that can run a terminal command.03 / THE RUN RECORDED 20 OCT 2026.
Every call.
Every charge.
What your agent asked each tool, what came back and what it cost. Calls that failed or found nothing were not charged.
YOU · ONE PROMPT
Compare Monarch, YNAB, Copilot Money, Rocket Money and PocketGuard. For each, find the founding year and company size, look up funding and Product Hunt launches, and get its US App Store rating. Put it in one table.
YOUR AGENT
tapinall ONE BALANCE- 01 Match the five companies
Matched all 5 companies with founding year and size. This tool is free.
$0, nothing billed - 02 Funding profile, Monarch
Found the Monarch Money profile. It lists no funding rounds.
$0.0003 - 03 Funding profile, YNAB
Found the YNAB profile: 101 to 250 staff, no funding rounds listed.
$0.0003 - 04 Funding profile, Copilot Money
The funding source returned a server error. Not charged.
Failed · not charged - 05 Funding profile, Rocket Money
Rocket Money lists 7 funding rounds, the last a Series D, and 38 investors.
$0.0003 - 06 Product Hunt page, Monarch
Monarch launched twice on Product Hunt. The 2021 launch ranked #3 that day.
$0.0003 - 07 App Store ratings
Found 23 budgeting apps, all 5 competitors among them, with ratings.
$0.0003
TOTAL $0.0015 about $0.0003 per competitor row
- competitors matched with founding year and size
- 5 of 5
- App Store rating for Monarch, the highest of the five
- 4.89
- funding rounds on Rocket Money's profile, up to a Series D
- 7
See the exact calls and responses FOR DEVELOPERS
agent-session / ai-competitor-analysis 7 CALLS
- 01 / MATCH THE FIVE COMPANIES
tapinall call crustdata.companies.identify --data '{"domains":["monarchmoney.com","ynab.com","copilot.money","rocketmoney.com","pocketguard.com"]}'5 of 5 matched by web address
Monarch · founded 2019 · 51 to 200 staff · its main address is now monarch.com
YNAB · founded 2004 · 201 to 500 staff
Copilot Money · 2019 · 11 to 50 · Rocket Money · 2015 · 201 to 500 · PocketGuard · 2015 · 11 to 50
ok — Charged: $0.0000
- 02 / FUNDING PROFILE, MONARCH
tapinall call crawl4ai.crunchbase.company.profile --data '{"company":"https://www.crunchbase.com/organization/monarch-money"}'Monarch Money, Inc. · private · active
0 funding rounds listed · 1 acquisition listed: HMBradley
No staff range on the profile
ok — Charged: $0.0003
- 03 / FUNDING PROFILE, YNAB
tapinall call crawl4ai.crunchbase.company.profile --data '{"company":"ynab"}'YNAB · ynab.com · 101 to 250 staff
0 funding rounds listed
ok — Charged: $0.0003
- 04 / FUNDING PROFILE, COPILOT MONEY
tapinall call crawl4ai.crunchbase.company.profile --data '{"company":"copilot-money"}'failed — HTTP 503 · not charged
- 05 / FUNDING PROFILE, ROCKET MONEY
tapinall call crawl4ai.crunchbase.company.profile --data '{"company":"https://www.crunchbase.com/organization/truebill"}'Rocket Money, formerly Truebill · Silver Spring, Maryland · 251 to 500 staff
7 rounds: an angel round, 2 seed rounds, then Series A, B, C and D
38 investors · round leads include Accel, Bessemer Venture Partners, Eldridge Industries and Y Combinator
Similar companies listed: Monarch Money, Copilot and 6 more
ok — Charged: $0.0003
- 06 / PRODUCT HUNT PAGE, MONARCH
tapinall call crawl4ai.producthunt.product.detail --data '{"slug":"monarch"}'Monarch · "The modern way to manage your money" · 355 followers · 4.86 from 7 reviews
Jun 2021 · Monarch · score 275 · 80 comments · #3 of the day
Jun 2023 · Monarch AI Assistant · score 165 · 29 comments · #11 of the day
ok — Charged: $0.0003
- 07 / APP STORE RATINGS
tapinall call crawl4ai.app-store.search.apps --data '{"query":"budgeting app","country":"us","limit":25}'23 apps on the US App Store
Monarch · 4.89 · 114,720 ratings · first released Nov 2020
YNAB · 4.79 · 61,932 · Copilot · 4.75 · 30,686
Rocket Money · 4.47 · 400,669 · PocketGuard · 4.58 · 7,679
ok — Charged: $0.0003
TOTAL $0.0015 about $0.0003 per competitor row
04 / WHAT IT FOUND FROM THE RESPONSES ABOVE.
What came back.
In plain numbers.
Read straight from the responses in the run. Nothing here is a mockup.
- competitors matched with founding year and size
- 5 of 5
- App Store rating for Monarch, the highest of the five
- 4.89
- funding rounds on Rocket Money's profile, up to a Series D
- 7
| Company | Founded | Staff | Funding rounds listed | App Store rating | Ratings |
|---|---|---|---|---|---|
| Monarch | 2019 | 51 to 200 | None listed | 4.89 | 114,720 |
| YNAB | 2004 | 201 to 500 | None listed | 4.79 | 61,932 |
| Copilot Money | 2019 | 11 to 50 | Lookup failed | 4.75 | 30,686 |
| PocketGuard | 2015 | 11 to 50 | Not looked up | 4.58 | 7,679 |
| Rocket Money | 2015 | 201 to 500 | 7, last a Series D | 4.47 | 400,669 |
05 / READING IT
What the table says
Size, funding and rating do not move together. Rocket Money has the most ratings by far, 400,669, and the only funding history in the run, 7 rounds with 38 investors. It also has the lowest score of the five at 4.47. Monarch, founded in 2019, has the top score at 4.89 from 114,720 ratings. Copilot Money, with 11 to 50 staff, holds 4.75.
Monarch also shows how a newer app built attention. Its 2021 Product Hunt launch ranked #3 of the day with 80 comments, and it came back in 2023 with an AI assistant that ranked #11. Its funding profile lists no rounds, though it does list one acquisition.
For a founder that suggests the space rewards product quality over scale and capital. A small team can rate as well as a large one. It also suggests where to look next: read the newest reviews of the leader and the laggard to see what separates them.
06 / CHECK THE SOURCE
Why the funding column has gaps
The funding source shows rounds, round types and lead investors, but keeps amounts and dates for its paying members, so this page has no dollar figures. A profile with no rounds listed means the source shows none, not that the company raised nothing. Check a company's own announcements before you write "bootstrapped".
Staff bands also differ by source. The company match put both YNAB and Rocket Money at 201 to 500 staff. The funding profiles say 101 to 250 for YNAB and 251 to 500 for Rocket Money. Use one source per column, and say which.
07 / LIMITS
What this run did not find
The Copilot Money funding lookup returned HTTP 503 and was not charged. PocketGuard's funding was not looked up, and the run pulled Product Hunt launches for Monarch only. A retry and two more calls at $0.0003 each would fill those cells.
Staff ranges are what each company lists on its public profile, in bands such as 51 to 200, and can lag reality. The App Store figures are for the US store on the run date. This run used public company data only and looked up no individual people.
08 / VARIATIONS SAME TOOLS. ANOTHER JOB.
Change the market.
Keep the recipe.
Prompts that use the same tools. We have not run these, so check each price in the catalog.
One funding profile and one Product Hunt call per company, $0.0003 each. Amounts and dates are not included.
Pairs with the review analysis run. One reviews call per app.
09 / GOOD QUESTIONS Good questions,
Good questions,
short answers.
Can AI do a competitor analysis?
It can if it calls tools for the facts. Without tools, an AI writes from memory and can invent numbers. In this run every founding year, staff range, funding round and rating came from a lookup, and the call that failed is shown.
What data can an agent pull about competitors?
Public company data such as founding year, staff range and location, funding rounds with their type and lead investors, Product Hunt launches, and app store ratings and reviews. Funding amounts and dates were not available, and the run looked up no individual people.
Why do some companies show no funding?
The funding profiles for Monarch and YNAB listed no rounds, so the table says "None listed". That reflects what the source shows, not proof the company never raised. One more lookup, for Copilot Money, failed with HTTP 503 and was not charged.
How much does an AI competitor analysis cost?
This one cost $0.0015 for five companies in 7 calls. The company match was free, the failed lookup cost nothing, and the other five calls were billed $0.0003 each from prepaid credits.
Is this better than a competitor analysis template?
A template gives you the columns. The agent fills them from sources and shows where each value came from. Use both: start from the columns you need, then let the agent fill and date them.
10 / HOW YOU PAY PREPAID. NO SUBSCRIPTION.
A prepaid balance, spent per call.
Top up by card and your agent spends the balance one call at a time. This run cost $0.0015. Credits never expire, failed calls cost nothing, and every tool in the metered tool catalog shows its price before your agent calls. See per-call pricing.
11 / MORE RUNS SAME BALANCE. ANOTHER JOB.
More MCP use cases.
THE NEXT MOVE IS YOURS.
Copy the prompt.
Run it yourself. ✳
This run cost $0.0015.
No subscription. Credits never expire.