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Developer ToolEligibility: IndieCommercial intent likelyOpportunity context: Developer ToolEN

coasty.ai

AI computer-use agent that controls a desktop like a human (85.60% OSWorld) AND ships the best computer-use API of 2026 at $0.05 per /v1/predict, with 1,000+ native app integrations (Gmail, Slack, Salesforce, HubSpot, Linear, GitHub, Stripe), free sandbox keys, OpenAPI 3.1 spec, and a $99 flat Unlimited dashboard plan.

Site Opportunity Score
43/100
Evidence confidence
88/100
Movement status
Rising

Comparable history exists and at least one movement signal is above the positive threshold.

Evidence status
Strong evidence

Evidence Confidence is high enough to support inspection, while still requiring validation.

Skip for now

Opportunity 43/100 and Evidence Confidence 88/100. Evidence is strong enough to read, but the opportunity score is below the watch threshold.

Recommendation

Evidence is strong enough to read, but the opportunity score is below the watch threshold. Validate the evidence below before spending serious build time.

Why now

Opportunity hypothesis

Brief evidence

coasty.ai has a verified opportunity brief backed by SERP, traffic, crawl, and scoring evidence.

Signals are directional. Treat this as a research prompt until the next refresh confirms it.

Tracked source keyword

SERP signal

osworld ships best computer api: Small site visible in top results.

Provider rows are sampled and de-duplicated, so inspect the SERP before acting.

Commercial evidence

Commercial crawl

Pricing, upgrade, billing, or subscription language was detected. Treat revenue as unconfirmed.

Commercial signals do not confirm revenue.

Biggest risk

Primary risk

Risk model

coasty.ai may have off-page authority or paid distribution that is not visible from crawler data.

Use this to decide whether to save, refresh, or skip for now.

Secondary risk

Risk model

SERP positions can change quickly; validate the opportunity before investing heavily.

Low-priority signalStrong evidence

Builder research memo

Skip for now

Evidence is strong enough to read, but the opportunity score is below the watch threshold.

Opportunity hypothesis

coasty.ai is a watch-mode signal around "osworld ships best computer api" for Developers and technical operators who need a narrow implementation helper, reference, validator, or comparison. Evidence Confidence is 88/100, but it still does not prove traffic, ranking, or revenue.

Evidence Confidence is 88/100. Evidence Confidence is high enough to support inspection, while still requiring validation.

Add to My RadarView comparable sitesReview evidence

Who it is for

End user

Developers and technical operators who need a narrow implementation helper, reference, validator, or comparison.

End user job-to-be-done

Complete one technical implementation or validation task for "osworld ships best computer api" with examples, constraints, and error cases visible.

Builder fit

A technical builder who can turn implementation details into examples, validation checks, and trustworthy docs-adjacent UX.

Buyer or user context

The user usually evaluates technical accuracy directly; trust depends on examples, constraints, and repeatable outputs.

Why this SERP / niche may be weak

1 tracked keyword signal is attached, with best visible position #4; traffic is est. 54 organic/mo; 3 commercial signals are present; Evidence Confidence is 88/100. Pricing, upgrade, billing, or subscription language was detected. Treat revenue as unconfirmed.

Current ranking page pattern

The current visible pattern is narrow keyword visibility for osworld ships best computer api at #4 around "osworld ships best computer api". The observable gap to inspect is whether those pages explain assumptions, freshness, and commercial evidence clearly.

Differentiation angles

  • Compare the top options by one concrete workflow, not by a broad generic feature matrix.
  • Compare the first 10 visible results against the current keyword rows; list the missing proof points before writing or building.
  • Show freshness, source, and caveats beside every claim so visitors can decide whether the signal applies to them.

Showing 3 of 5 differentiation angles.

MVP scope

Comparison

Keep the first version to one comparison around "osworld ships best computer api" for Developers and technical operators who need a narrow implementation helper, reference, validator, or comparison. The goal is to validate intent and missing proof, not to launch a broad product surface.

First version includes
  • One page focused on "osworld ships best computer api" with a clear caveat section.
  • A manual comparison of the visible SERP pages and their missing proof points.
  • A manual check of the detected commercial signals.

Showing 3 of 4 included items.

First version excludes
  • A full SaaS workflow, account system, or multi-feature dashboard.
  • Claims about traffic, ranking, or revenue outcomes.
  • Broad category coverage beyond the first validated use case.

Validation checklist

  • Manually search "osworld ships best computer api" and record the top 10 page formats, dates, and missing proof points.
  • Open coasty.ai and at least three comparable pages; note what each page helps the visitor decide.
  • Click through the detected pricing, checkout, ad, affiliate, or upgrade signals and label what is actually confirmed.
  • Ship a one-page prototype or mockup and ask target users what evidence is missing before they would trust it.

Showing 4 of 5 validation checks.

Risks / reasons to skip

  • coasty.ai may have off-page authority or paid distribution that is not visible from crawler data.
  • SERP positions can change quickly; validate the opportunity before investing heavily.
  • coasty.ai may rely on brand, backlinks, distribution, or offline reputation that crawler evidence cannot see.
Site Opportunity Score model

43/100 calculated under 2026-07-03.source-evidence.v1 from snapshot 84ed6bfe-93c6-481b-8156-f4836c0dc952.

buildComplexity: 57commercialSignal: 40evidenceConfidence: 88movement: 39searchVisibility: 63
Site Opportunity
43
Evidence
88
Movement Status
Rising

Comparable history exists and at least one movement signal is above the positive threshold.

Commercial Signal
40
SEO
63
Build Complexity
Medium

Visible scope has some product, data, processing, or integration complexity.

Score Evidence
  • 54 estimated monthly organic traffic signal is available.
  • 1 SERP appearance across 1 ranked keyword signal.
  • 3 commercial signals detected.
  • 5 technology signals detected.
  • Small-site eligibility is indie with medium confidence.
Score Penalties
  • Only one SERP or keyword observation is available. (-4)

Freshness and changes

Latest evidence freshness is separate from movement. Movement is only marked Rising after a comparable baseline and threshold-crossing positive movement.

Fresh evidenceMovement status: Rising
Last checked
Jul 10, 2026
Previous baseline
Jul 9, 2026
Traffic delta
0 (0%)
Opportunity delta
+7
SEO delta
+6
  • Evidence refreshed Jul 10 (1d ago).
  • Traffic signal is unchanged from the previous snapshot.
  • Site Opportunity score +7 vs previous snapshot.
  • SEO score +6 vs previous snapshot.
  • Coverage +1 ranked keywords and +1 SERP appearances vs previous snapshot.
Evidence receipts
Evidence receipts

Comparable sites and older receipts

Load the deeper receipt panel only when you want comparable sites, evidence gaps, and timeline details. The decision console and Builder Brief above stay visible by default for faster scanning.

On demand
Commercial signalsTechnology signals
Detailed evidence sections

Load SERP, commercial, and crawl details

The decision console, Builder Brief, score model, and freshness summary stay light by default. Load the deeper evidence sections when you want to inspect eligibility, SERP notes, commercial traces, technology, and crawl evidence.

On demand
SERP signals
1
Commercial
3
Tech
5
Eligibility
1
Notes
3
Risks
2

Feedback and refresh request

If this signal looks stale, misclassified, or worth a closer refresh, save it to My Radar and compare the next snapshot before making a build decision.

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