Marqo
Marqo split its inference layer into services and is now tuning hybrid-search relevance knob by knob.
A side-by-side editorial comparison of Perplexity and Gemini — release velocity, themes, recent moves, and the top alternatives to consider.
Perplexity is selling access to other people's models, not just its own answers.
The recent changelog is almost entirely API-side. A Gateway API fronts open-weight models behind one endpoint that speaks both OpenAI Chat Completions and Anthropic Messages, a remote MCP server exposes Perplexity to outside agents, and the Agent API keeps absorbing new models. Consumer-facing notes — preset tuning, inline citations for research presets — read as maintenance beside that.
Pushing the same assistant into every surface it can reach: browser, desktop, robots.
Most of what surfaces in this window is Google's own storytelling — a trip-planning explainer, a Kaggle course retrospective, a monthly AI news roundup, a staff-built schedule app. Interleaved with it is the actual product record: July's Gemini Drop bundling app updates, Chrome browsing inside Gemini Spark, natural-language editing in the macOS app, and Gemini Robotics ER 2. The dairy-farm piece, where agents are built on Gemini 3.6 Flash, is the closest thing here to a deployment account.
The recent changelog is almost entirely API-side. A Gateway API fronts open-weight models behind one endpoint that speaks both OpenAI Chat Completions and Anthropic Messages, a remote MCP server exposes Perplexity to outside agents, and the Agent API keeps absorbing new models. Consumer-facing notes — preset tuning, inline citations for research presets — read as maintenance beside that.
The product is splitting in two: an answer engine for end users and an inference-and-routing layer for developers. Price moves in the same window, a GPT-5.6 cut and a faster low-cost mode, put Perplexity in a cost-per-token argument rather than an answer-quality one. Building the gateway to mimic the two dominant API dialects makes the switching cost it removes its own.
Expect more hosted open-weight models behind the gateway and firmer pricing tiers, with the remote MCP server moving from a listed feature to a documented, permissioned surface.
Most of what surfaces in this window is Google's own storytelling — a trip-planning explainer, a Kaggle course retrospective, a monthly AI news roundup, a staff-built schedule app. Interleaved with it is the actual product record: July's Gemini Drop bundling app updates, Chrome browsing inside Gemini Spark, natural-language editing in the macOS app, and Gemini Robotics ER 2. The dairy-farm piece, where agents are built on Gemini 3.6 Flash, is the closest thing here to a deployment account.
The direction is surface expansion rather than model-first announcements: the same assistant is being pushed into the browser, the desktop, and robotics, each with a capability fitted to that context. The monthly Drop has become the container for app-level changes, so individual features arrive bundled and thinly described. Robotics ER 2's framing around tool orchestration and multi-robot collaboration applies the same agentic vocabulary to hardware that the Chrome and macOS work applies to software.
Expect the next Drop to fold the per-surface work — Chrome browsing, macOS voice editing — into the main app rather than leaving it split by platform. The entries here say nothing usable about pricing or model tiers, so anything on that front would be guesswork.
Other ai-assistants products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Perplexity or Gemini.
Marqo split its inference layer into services and is now tuning hybrid-search relevance knob by knob.
Determined's release feed stops in March 2025, and its last entries are release plumbing.
ClearML is hardening the SDK against the artifacts it loads — pickles included.
Ships a frontier model roughly monthly, then adds the admin controls weeks later.
Semantic Kernel is in orderly maintenance while Microsoft Agent Framework takes over.
Pictory publishes comparison content daily and product news never.
See all Perplexity alternatives → · See all Gemini alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Gemini is currently shipping more aggressively (velocity 8.8 vs 7.5), with 1 editorial sparks in the last 30 days against 1. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Gemini is currently shipping more aggressively (velocity 8.8 vs 7.5), with 1 editorial sparks in the last 30 days against 1. For your specific use case, the alternatives sections above list other ai-assistants products to evaluate alongside.
Top Perplexity alternatives in ai-assistants are ranked by recent ship velocity. Browse the "Perplexity alternatives" section above for the current picks, or visit /alternatives/perplexity for the full list with editorial commentary on each.
Top Gemini alternatives in ai-assistants are ranked by recent ship velocity. Browse the "Gemini alternatives" section above for the current picks, or visit /alternatives/gemini for the full list with editorial commentary on each.