Observed Signal · Sep 6, 2026 · Policy Update · Source: DEV Community · Impact: 3/5 · Sentiment: Negative
Paid AI Features Quietly Disappearing: Perplexity and OpenAI Face User Backlash
A week of user complaints on Reddit highlights a growing trend in consumer AI: paid features are being quietly removed, paywalled, or metered after purchase. At Perplexity, the agentic browser 'Comet' was moved behind a separate credit system, the model label was removed from answers, and some models were swapped. Users also reported missing billed credits for the Max plan and difficulty canceling. OpenAI drew criticism for advertising 'unlimited' image creation on ChatGPT Pro while enforcing undisclosed usage caps. These incidents, while not necessarily indicative of bad faith, reflect a pattern where subscription plans shrink in value, leading to user frustration and cancellations. The article emphasizes the need for transparency in plan changes and limits.
While not a major industry shift, this highlights growing user dissatisfaction with AI subscription models, potentially affecting retention and trust in AI platforms relevant to AdTech.
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Key Takeaways & Evidence Grounding
- Perplexity moved its agentic browser Comet behind a separate credit system ('Computer'), requiring users to spend additional credits.
- Perplexity removed the display of which model generated an answer and removed the ability to remove an answer in its web app.
- Some Perplexity users reported paying for a Max subscription but receiving 0 of the promised 10,000 monthly Computer credits.
- OpenAI users reported rate limits on ChatGPT Pro despite the pricing page advertising 'unlimited and faster image creation'.
- Reddit threads on r/perplexity_ai and r/ChatGPT documented the complaints between Aug 20-24, 2026.
Connected Companies & Entities
2 Entities mapped“Users reported that Perplexity moved Comet behind credits and removed model labels....”
“A user reported rate limits on ChatGPT Pro despite 'unlimited' image creation promise....”
Ontology Mapping & Concepts
Related Market Signals & Shifts
Recent verified developments and strategic activity across this market segment.
Perplexity goes ad-free in AI answers
Perplexity plans to keep its AI answers free of advertising and shift toward paid subscriptions, aiming to preserve trust in AI results. The Financial Times reports Perplexity will halt ads in its AI Answering Machine and focus on premium features like Model Council, which lets users utilize three large AI models for a single query. Anthropic’s Claude is highlighted as ad-free, with Anthropic publishing video ads seen as critique of OpenAI and Google. Google continues to monetize AI, launching Direct Offers in AI Mode Shopping Ads, while ads in ChatGPT-like experiences are already drawing attention. Market data shows rising usage: ChatGPT reached 256.79 million daily active users on February 9, 2026, and Perplexity reportedly handled about 780 million monthly queries in 2025. The piece frames a broader industry debate on monetization versus user trust in AI responses.
AI coding subscription tiers tightened
In early May 2026, two major AI coding providers changed how they offer developer-tier features and access. Anthropic quietly removed Claude Code from its Pro plan as part of a reported 2% A/B test (a change later reversed), with Anthropic’s Head of Growth citing unsustainable usage patterns. GitHub paused new Copilot Pro signups and removed the Opus feature from Pro. Developers reported that small numbers of requests can quickly exceed low-cost plan assumptions, producing unexpected overage charges. The author argues that providers’ unit economics — revealed through such enforcement actions — make the invoice the real governance mechanism, and recommends teams implement per-customer token tracking, per-customer attribution, and hard agent-level budget caps. The post highlights LLMeter (LLMeter) as a tool and provides example code for per-customer token attribution around OpenAI SDKs.
OpenAI Halves ChatGPT Pro Allowance, Adds Pricier Tier
OpenAI has relaunched its $200 ChatGPT Pro plan with a significant reduction in usage, cutting the included allowance from 20 times to 10 times the base Plus plan. A new $500 Pro 500 tier offers 25 times the allowance and exclusive access to the 'Ultrafast' mode for GPT-6 Astra. The change, confirmed by Codex chief Thibault Sottiaux, means the Pro 200 tier now costs the same per usage unit as other tiers, effectively eliminating the previous volume discount. The reduction is partly offset by recent API price cuts for cheaper models, but heavy users of the top model will see their effective usage halved. The move highlights the rising costs of powering AI agents, which consume massive amounts of tokens, and may signal a shift toward pay-per-use models for advanced AI. OpenAI is also exploring alternative revenue streams like advertising and transaction fees to keep agents affordable.
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