Under maintenance

Pricing

from $0.30 / report generated

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Reddit Opportunity Finder

Under maintenance

Try for free

Find Reddit-backed opportunities from up to 30 posts and 150 comments by default, with evidence URLs, transparent research plans, and optional BYOK AI.

Pricing

from $0.30 / report generated

Rating

0.0

(0)

Developer

SignalFlow Studio

Actor stats

Bookmarked

Total users

Monthly active users

10 days ago

Last modified

Categories

Social media

Lead generation

Analysis goal

analysisGoal

Optional

What should this Reddit intelligence report answer? This guides keyword hints and report framing; explicit subreddits and keywords still control Reddit collection.

Type:string

Reddit intelligence preset

preset

Optional

Optional vertical preset that fills default Reddit communities, keywords, competitors, and scoring focus. Custom keeps full manual control.

Type:string

Default:custom

Options:

customshopify_app_opportunitiesai_saas_competitor_complaintscreator_toolslocal_business_softwareb2b_sales_tools

Market or niche

market

Optional

Market context used in search terms, report answer, and opportunity framing.

Type:string

Decision goal

decisionGoal

Optional

What the report should help decide.

Type:string

Default:find_product_opportunities

Options:

find_product_opportunitiesmonitor_competitorsvalidate_marketfind_content_anglesdetect_alerts

Max posts

maxPosts

Optional

Maximum public Reddit posts to fetch. Default public run analyzes up to 30 posts; hard-capped at 50 to keep runtime and proxy usage bounded.

Type:integer

Minimum:1

Maximum:50

Default:30

Max opportunities

maxOpportunities

Optional

Maximum opportunities to output.

Type:integer

Minimum:1

Maximum:25

Default:10

Subreddits

subreddits

Optional

Public subreddits to search, without the r/ prefix. Presets provide defaults; explicit values override preset sources.

Type:array

Keywords

keywords

Optional

Pain-point and product-discovery phrases to search for. analysisGoal and market add transparent keyword hints.

Type:array

Known competitors

knownCompetitors

Optional

Optional tool/competitor names to track in entity recognition.

Type:array

Time range

timeRange

Optional

Reddit search time range.

Type:string

Default:month

Options:

dayweekmonthyearall

Search sort

sort

Optional

Reddit search sort.

Type:string

Default:relevance

Options:

relevancenewtopcomments

AI provider

aiProvider

Optional

Optional BYOK AI provider. Rules-based Reddit intelligence always runs first and does not require an AI key.

Type:string

Default:none

Options:

nonedeepseekopenaiopenrouteranthropicgeminicustom_openai_compatible

AI mode

aiMode

Optional

polish adds final insight, cluster groups evidence signals into stronger opportunities, full does both.

Type:string

Default:off

Options:

offpolishclusterfull

AI API key

aiApiKey

Optional

User-provided BYOK key. When set, model API costs are billed by the selected AI provider to the key owner.

Type:string

AI model

aiModel

Optional

Model name for the selected provider, for example deepseek-chat, gpt-4.1-mini, openai/gpt-4.1-mini, claude-3-5-haiku-latest, or gemini-2.0-flash.

Type:string

AI base URL

aiBaseUrl

Optional

Optional API base URL. Leave empty to use the selected provider default.

Type:string

Max AI input characters

maxAiInputChars

Optional

Maximum characters sent to the AI provider. This limits call size but is not an exact billing cap.

Type:integer

Minimum:1000

Maximum:100000

Default:30000

Max AI output tokens

maxAiOutputTokens

Optional

Maximum AI output tokens. This limits call size but is not an exact billing cap.

Type:integer

Minimum:500

Maximum:4000

Default:1800

Trend mode

trendMode

Optional

Add monitoring-style new/recurring/rising summaries.

Type:boolean

Default:false

Previous report JSON

previousReport

Optional

Optional previous output JSON for monitoring comparisons.

Type:object

Monitoring only

monitoringOnly

Optional

Only keep opportunities that pass alertThreshold after analysis. Useful for scheduled alerts.

Type:boolean

Default:false

Alert threshold

alertThreshold

Optional

Opportunity score threshold for alert generation and monitoringOnly filtering.

Type:integer

Minimum:0

Maximum:100

Default:70

Dedupe against previous report

dedupeAgainstPrevious

Optional

Compare current opportunities against previousReport when provided.

Type:boolean

Default:false

Include comments

includeComments

Optional

Fetch and analyze public comments as supporting evidence. Comments improve evidence depth but can increase runtime and Apify platform usage.

Type:boolean

Default:true

Max comments per post

maxCommentsPerPost

Optional

Maximum comments to fetch per post. Default is 8; hard-capped at 20.

Type:integer

Minimum:0

Maximum:20

Default:8

Max total comments

maxTotalComments

Optional

Maximum comments to analyze across all posts. Default public run analyzes up to 150 comments; hard-capped at 500.

Type:integer

Minimum:0

Maximum:500

Default:150

Max input characters

maxInputChars

Optional

Maximum characters of combined post/comment text to analyze.

Type:integer

Minimum:1000

Maximum:400000

Default:200000

Analysis depth

analysisDepth

Optional

Controls intended analysis depth. Deep mode is best with AI clustering enabled.

Type:string

Default:standard

Options:

quickstandarddeep

Opportunity focus

opportunityFocus

Optional

Bias scoring toward a specific type of opportunity.

Type:string

Default:balanced

Options:

balancedmicro_saasagency_servicescontentcompetitor_switching

Report type

reportType

Optional

Opportunity lens for titles, suggested products, and scoring.

Type:string

Default:micro_saas_ideas

Options:

micro_saas_ideascompetitor_complaintscontent_ideasfeature_requests

Minimum opportunity score

minScore

Optional

Filter out opportunities below this score.

Type:integer

Minimum:0

Maximum:100

Default:0

Minimum buying intent

minBuyingIntent

Optional

Filter out low-intent signals before opportunity clustering.

Type:integer

Minimum:0

Maximum:100

Default:0

Min distinct evidence posts

minDistinctEvidencePosts

Optional

Minimum distinct Reddit threads required before an opportunity is emitted.

Type:integer

Minimum:1

Maximum:5

Default:2

Dedupe strength

dedupeStrength

Optional

How aggressively similar evidence signals are deduplicated.

Type:string

Default:medium

Options:

lowmediumhigh

Exclude keywords

excludeKeywords

Optional

Skip posts/comments that contain these terms.

Type:array

Track tools and competitors

trackEntities

Optional

Extract mentioned tools/competitors from public posts and comments.

Type:boolean

Default:true

Exclude promotional posts

excludePromotionalPosts

Optional

Skip obvious launch/self-promotion posts as primary evidence while still analyzing their comments.

Type:boolean

Default:true

Output format

outputFormat

Optional

Primary report format. Markdown is always generated as well.

Type:string

Default:markdown

Options:

jsonmarkdowncsv

Include raw signals

includeRawSignals

Optional

Include sanitized extracted signal objects in output JSON.

Type:boolean

Default:false

Include evidence table

includeEvidenceTable

Optional

Include a compact evidence table in JSON and Markdown.

Type:boolean

Default:true

Report language

language

Optional

Language hint for summaries and AI output.

Type:string

Default:en

Options:

enzh

Report tone

reportTone

Optional

Audience lens for report phrasing.

Type:string

Default:operator

Options:

operatorinvestorfoundermarketer

Proxy type

proxyType

Optional

Use auto for direct local requests and Apify RESIDENTIAL proxy in cloud. Use none only for local debugging.

Type:string

Default:auto

Options:

autononeresidential

Mode

mode

Required

Use reddit_discovery for real public Reddit analysis. analyze_dataset is only for testing with Reddit-like JSON.

Type:string

Default:reddit_discovery

Options:

reddit_discoveryanalyze_dataset

Posts

posts

Optional

Reddit-like posts for analyze_dataset mode only.

Type:array

Legacy business question

businessQuestion

Optional

Backward-compatible alias. Prefer analysisGoal.

Type:string

Default:

Legacy use AI

useAi

Optional

Backward-compatible alias accepted to prevent old inputs from failing. Prefer aiProvider and aiMode.

Type:boolean

Default:false

Legacy owner AI key

useOwnerAiKey

Optional

Backward-compatible alias accepted to prevent old inputs from failing. Ignored in public runs; AI only uses aiApiKey.

Type:boolean

Default:false

Legacy AI enhancement

aiEnhancement

Optional

Backward-compatible alias. Prefer aiProvider and aiMode.

Type:string

Default:off

Legacy DeepSeek model

deepseekModel

Optional

Backward-compatible alias. Prefer aiModel.

Type:string

Default:

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