Create and fund your account
You create your own Apify account and choose its plan or usage balance. Apify bills you directly for any usage.
Reusable skill for ChatGPT Work + Codex
Run repeatable sentiment analysis without collecting the data yourself
Tell the BigSentiment skill what brand, topic, and public sources to analyze. With your approval, it selects and runs eligible Apify collectors, gathers the reviews, posts, and comments, validates the evidence, and produces a traceable sentiment analysis and decision brief.
Install it once in ChatGPT Work or Codex, connect your own Apify account, and reuse it for as many brands, campaigns, launches, competitors, or reporting periods as you need. You choose the question and approve the source and cost plan; the skill handles the collection-to-report workflow. See what Apify is and how it works.
Where the product actually runs
This website
Builds the setup packet only.
Builds the setup packet only.
ChatGPT Work or Codex
Runs the installed skill.
Runs the installed skill.
Your Apify account
Collects approved public data.
Collects approved public data.
The website does not run the sentiment analysis.
Moderate to high technical ability required
You should be comfortable installing a plugin or skill, running guided command-line scripts, connecting and configuring your own Apify account, troubleshooting setup, and reviewing outputs. This is a self-serve technical kit, not a no-code tool or managed service.
$49 one time. Apify and other third-party usage charges are separate.
Collects through your Apify accountReusable for repeated analysesChatGPT Work + CodexNo data sent to BigSentiment
BigSentiment skill
Run 08 · Product launch pulse
SYNTHETIC EXAMPLE - NOT REAL DATA
Public sources collected
Google reviews · Reddit · YouTube · 148 records
Data validated and deduplicated
148 eligible records · stable evidence IDs
Sentiment and themes coded
4 themes · 3 sentiment labels · counts reconciled
Decision brief and evidence ready
3 findings · 3 actions · QA passed
Example decision output
Setup is a strength. Export speed and pricing clarity are the two most repeated friction points in this bounded sample.
Traced to F-01–F-03 and source record IDs.
50-second product walkthrough
See where each part of the product runs
The website creates the setup packet. You then open ChatGPT Work or Codex and run the installed skill there. The skill uses your Apify account for approved collection and returns the evidence-linked analysis in your AI workspace.
Website: configure and generate the handoff packet
ChatGPT Work or Codex: run the installed skill
Apify: collect approved public data through your account
The website is a setup companion, not the analysis environment. The report preview uses synthetic example data and is labeled throughout.
Apify, explained
Apify is the separate service that collects the public data
Apify is a third-party cloud platform for running data-collection programs called Actors. An Actor visits a supported public source, gathers the fields you request, and saves the resulting records to a dataset. BigSentiment does not own or operate Apify, and Apify access or usage is not included in the $49 purchase.
The skill proposes collectors
Based on your question and sources, the skill identifies eligible Actors and shows the proposed sources, record limits, settings, and estimated cost.
You review and approve
Nothing runs until you approve the source and cost plan. You remain responsible for source rights, Actor selection, settings, and spend.
Apify returns a dataset
The approved Actors collect the public records in your Apify account. The skill then validates, deduplicates, analyzes, and turns those records into the report package.
What you need to be comfortable doing
Opening and configuring an Apify account, comparing Actor descriptions and pricing, setting collection limits, approving usage costs, interpreting failed or incomplete runs, and checking the returned dataset. The kit guides these steps, but it does not remove the need for technical judgment or provide hands-on setup support.
Website setup builder — no analysis runs here
Configure here. Run the skill in ChatGPT Work or Codex.
This builder only creates your run plan, setup checklist, and ready-to-paste prompt. Take them into your chosen AI workspace, where the installed BigSentiment skill performs the approved collection and analysis through your Apify account.
1 · Configure on this website
Define the question, sources, limits, and budget.
2 · Move to your AI workspace
Copy the prompt or download the setup packet.
3 · Run the installed skill
Start the analysis in ChatGPT Work or Codex.
Setup builder
Define the run plan
Where will you run the skill?
Public sources
Your credentials stay with Apify
The studio never asks for an API key. Apify’s hosted MCP connection uses browser OAuth, and the skill waits for approval before paid collection.
AI workspace handoff
Take this into Codex
bigsentiment-run-plan.json
{
"schema_version": "1.0.0",
"workflow": "bigsentiment-sentiment-analysis",
"platform": "codex",
"subject": "",
"decision_question": "",
"date_range": {
"start": "",
"end": ""
},
"controls": {
"record_limit_per_source": 100,
"apify_spending_ceiling_usd": 5,
"approval_required_before_collection": true,
"public_logged_out_sources_only": true,
"credentials_in_prompt": false
},
"apify": {
"connection": "hosted_mcp_oauth",
"server_url": "https://mcp.apify.com",
"enabled_tool_groups": [
"actors",
"docs"
],
"actor_selection": "inspect_schema_price_terms_and_access_before_run"
},
"sources": [
{
"id": "google_maps_reviews",
"label": "Google Maps reviews",
"actor_candidates": [
"compass/google-maps-reviews-scraper"
],
"state": "candidate_verify_before_run"
}
],
"outputs": [
"run_manifest",
"coverage_map",
"evidence_ledger",
"taxonomy",
"decision_brief",
"qa_results"
]
}Opening Apify starts at its official hosted MCP configurator. Browser authorization occurs when the connection is added or first used in your AI workspace.
This website stops at setup. Open Codex, invoke the installed BigSentiment skill, and paste the generated prompt to begin the run.
Website: create the setup packet
ChatGPT Work or Codex: run the skill
Apify: collect approved public data
Collection and analysis, guided end to end
You choose the question. The skill runs the workflow.
The skill orchestrates collection through your Apify account, then validates, analyzes, and packages the evidence. You approve the plan before any paid collection.
Tell it what to analyze
Name the brand, topic, decision, time window, and public sources. You do not have to assemble the dataset yourself.
Approve the collection plan
The skill finds eligible Apify Actors and shows the sources, limits, and estimated cost before anything runs.
The skill collects and analyzes
After approval, it runs collection through your Apify account, validates and deduplicates records, codes sentiment and themes, and preserves evidence links.
Receive the finished executive report
The skill turns the reviewed evidence into a polished BigSentiment-style HTML/PDF report, then checks the render, evidence ledger, taxonomy, coverage map, and QA results.
Multi-source collection
The skill collects reviews, comments, and public conversations for you
You identify what matters; the skill builds a bounded Apify collection job with per-source limits, a cost ceiling, access states, and lineage. After you approve it, the skill runs the collectors and turns the results into one validated analysis dataset.
Reviews
Google MapsTrustpilotGoogle PlayApple App StoreTripAdvisorG2Capterra
Social and communities
FacebookInstagramTikTokRedditYouTubeThreads (experimental)
Your own evidence
Survey exportsSupport excerptsAuthorized CSVOther pre-redacted text
Source support is bounded, not universal. The skill checks the selected Actor and source before a run, never asks for cookies or private-session access, and labels unavailable coverage as access_limited rather than neutral or zero.
Guided technical setup
Use the same workflow in ChatGPT Work or Codex
This product is designed for users with moderate to high technical ability. Install it once in your AI workspace, authorize the hosted Apify connection, then invoke the skill by name whenever you want to start a run.
ChatGPT Work
Have a workspace administrator install or approve plugin/bigsentiment-sentiment-analysis, then enable it.
Start a run: type @ and choose BigSentiment Sentiment Analysis.
Codex CLI or IDE
Copy the skill folder to $HOME/.agents/skills/bigsentiment-sentiment-analysis, then reload Codex.
Start a run: open /skills and choose BigSentiment Sentiment Analysis. Direct $bigsentiment-sentiment-analysis mentions also work.
OAuth-first
No key is bundled, emailed, logged, or pasted into a ChatGPT Work or Codex prompt.
Fail-closed collection
The workflow stops when source rights, Actor price, fields, or retention are unclear.
Normalized output
Apify JSON, JSONL, or CSV exports become one validated analysis format.
Setup helper
# One guided setup command
python3 scripts/setup_apify.py
✓ Hosted OAuth URL ready
✓ Narrow collection tools selected
→ Authorize in Apify through your browser
No token value requested, read, or printed.
The download
A working skill, not a prompt pack
Install or enable the skill in ChatGPT Work or Codex, then keep the editable templates for review, governance, and as many repeatable analysis runs as you need.
Visual Start Here PDF with setup, first-run prompt, and troubleshooting
Reusable BigSentiment plugin and skill for ChatGPT Work and Codex
Guided Apify OAuth setup wizard
Public-dataset normalization script
Input privacy and structure validator
Evidence ledger and taxonomy templates
Demo-style executive HTML/PDF report template and exact visual tokens
Decision-brief and visual QA templates
Claims, limitations, and release checklists
Synthetic example and operating calendar
Clear boundaries
BigSentiment does not provide an API key or include BigSentiment credentials or another customer’s credentials. Buyers connect and pay for their own Apify usage directly.
The kit requires moderate to high technical ability. Buyers are responsible for installation, command-line use, third-party account configuration, troubleshooting, source and cost review, and validation of outputs. Setup, customization, and analysis support are not included.
The skill guides collection and analysis; it does not grant rights to a source, bypass platform controls, guarantee source coverage, or promise sentiment accuracy. Results still depend on source quality, sampling, model judgment, and review.
Public collection is not unattended monitoring. The workflow requires an explicit source, Actor, estimated-cost, and retention review before a run.
Questions about an order can be sent to support@bigsentiment.com.
The $49 purchase covers the downloadable version shown here. Apify and other third-party usage charges are separate. Purchase support covers payment confirmation and access to the files; see the Terms of Service for license, support, and refund terms.
Reusable sentiment workflow
Get the skill, setup guide, templates, and QA materials
$49 one time. Moderate to high technical ability required. Apify and other third-party usage charges are separate.