Xi Jinping seizes DeepSeek moment to restore China tech chiefs to spotlight
President offers reassurance after crackdowns even as he stresses need to serve party’s strategic aims
In a meeting with leading entrepreneurs this week, China’s President Xi Jinping celebrated a rising tech industry star while rehabilitating a once-venerated tycoon as he sought to restore investor confidence in the country’s struggling economy.
State media on Monday showed the Chinese president warmly greeting Liang Wenfeng, the youthful chief of artificial intelligence start-up DeepSeek, and shaking hands with Jack Ma, the Alibaba founder who fell from favour after criticising regulators in 2020.
In one step, Xi sought to reassure established figures whose tech groups powered China’s recent economic rise — some of whom have been personally targeted by government crackdowns — even as he signalled a new era for the private sector following Deepseek’s dramatic emergence this year as a rival to western AI companies.
The meeting showed how quickly “political winds” can change for Chinese business, said Han Shen Lin, China country director for US consultancy The Asia Group.
“It was only a few years ago that the same sector was under a regulatory chokehold,” said Lin. “Now suddenly they’re the favoured son again.”
The meeting on Monday was Xi’s first high-profile encounter with private entrepreneurs in several years. He took pains to emphasise the entrepreneurs’ importance to China’s economic strength, referring to the “two unshakeable principles” — meaning that both the public and private sector should be supported.
But he also reiterated the ruling Chinese Communist party’s control over business, stressing that companies should be “ambitious in serving the country”.
“It’s a recognition that the dynamism of the private sector matters, it adds strength to the Chinese economy and to the Chinese state’s capacity,” said Manoj Kewalramani, author of a newsletter that provides daily interpretations of the CCP’s flagship People’s Daily newspaper.
Kewalramani said Xi was conveying to business leaders that “you are valuable players — but . . . in the grand scheme of things, you are not there just to serve your own needs”.
Most of the attendees were involved in advanced industries, such as electric vehicles and batteries, robots and other electronic hardware sectors, underlining Xi’s strategy of elevating China’s manufacturing value chain as it competes with the US for tech supremacy.
Aside from Ma and Liang, the attendees included Robin Zeng, chair of leading battery maker CATL, Unitree robots’ founder Wang Xingxing and Wang Chuanfu, chair of electric vehicle maker BYD.
“Xi wants to have a conversation with the CEOs who are going places, pushing their industries forward,” said Rupert Hoogewerf, whose research company Hurun Report has chronicled the rise of China’s top entrepreneurs.
“This is the new guard that Beijing wants to encourage,” he added.
Chen Long, founder of research group Plenum, said the timing indicated that Xi’s administration was looking to harness the positive momentum in business and investor confidence following the launch of DeepSeek’s groundbreaking AI model, which “showed China could innovate”.
“Now, this meeting removes policy risk for private business which some investors were still worried about,” Chen said.
Encouraging private sector investment is critical for Xi to revitalise the economy, which has been beset by slowing growth in the wake of a years-long property sector bubble.
Government data shows that public sector spending in recent years has driven fixed asset investment growth, which measures spending on infrastructure, property and equipment. Private investment, by contrast, has pulled back, contracting 0.1 per cent in 2024 from the previous year, following a 0.4 per cent decline in 2023, reflecting caution among business.
But Chen said the economy was gradually pivoting towards Xi’s priorities of advanced tech and high-end manufacturing. “It’s a structural transition,” he said.
Lin of The Asia Group stressed that Xi’s message was crucially to “incentivise innovation in service of the state, not for its own sake”, with the private sector ultimately serving the party’s strategic goals.
The Chinese leader urged the business leaders present at Monday’s meeting to “actively fulfil social responsibilities” and “promote common prosperity”.
The latter term — which experts say decries excessive wealth — was invoked to justify Xi’s crackdown on the tech sector, which began with the scrapping of the IPO of Ma’s Ant Group in late 2020 and wiped billions of dollars from the market values of leading Chinese companies.
The Chinese leader promised a level playing field for private businesses this week, and the resolution of persistent challenges such as high financing costs and late payment by state bodies as well as an end to arbitrary fees, fines and inspections.
But some analysts questioned whether those pledges would stimulate a broader recovery in private sector confidence in China, beyond cheering big tech companies and their investors.
Xi and other party leaders have regularly sought to boost business sentiment in the past year with promises to curb mistreatment of business by cash-strapped local governments looking to raise money. But the problems, which can include detentions of executives, have persisted.
A Beijing-based entrepreneur said he hoped Xi’s messaging would resolve issues such as delayed payments from state-owned groups.
He said a state-owned automaker had owed him almost Rmb10mn ($1.4mn) for nearly a year. “It’s very difficult to pay staff without this money,” he said, asking not to be named to avoid offending his state-owned partner.
>>> Up
* Deutz Raised to Buy at HSBC; PT 6.10 euros
* Enento Group Raised to Buy at OP Corporate Bank; PT 21 euros (++)
* ForFarmers Raised to Buy at Bank Degroof Petercam; PT 5 euros (++)
* Glencore Raised to Overweight at Morgan Stanley; PT 470 pence
* Glencore Raised to Overweight at Morgan Stanley; PT 470 pence
* Metso Raised to Buy at Goldman; PT 12.50 euros (+)
* St James's Place Raised to Hold at HSBC; PT 1,100 pence
* Tapestry Raised to Buy at Redburn; PT $110
* TietoEVRY Raised to Buy at Inderes; PT 22 euros
* Wynn Resorts Raised to Buy at Jefferies; PT $118
>>> Down
>>> Down
* Airtel Africa Cut to Neutral at Citi; PT 160 pence
* Also Cut to Hold at Bank Vontobel; PT 300 Swiss francs (+)
* Assura Cut to Hold at Deutsche Bank; PT 48 pence
* Assura Cut to Hold at Deutsche Bank; PT 48 pence
* Bakkafrost Cut to Hold at Arctic Securities; PT 640 kroner
* Bakkafrost Cut to Hold at Kepler Cheuvreux
* Bakkafrost Cut to Hold at Fearnley; PT 670 kroner (+)
* BASF Cut to Hold at Berenberg; PT 52 euros
* BASF Cut to Hold at M.M. Warburg; PT 54 euros (+)
* BASF ADRs Cut to Hold at Berenberg; PT $13.60
* Bouvet Cut to Neutral at SpareBank; PT 75 kroner (++)
* BT Cut to Sell at Citi
* Direct Line Cut to Hold at Peel Hunt; PT 275 pence
* Embracer Cut to Hold at Kepler Cheuvreux
* Formycon Cut to Neutral at Oddo BHF; PT 38 euros (+)
* Neste Cut to Reduce at Inderes; PT 11.50 euros
* Norma Cut to Neutral at Oddo BHF (+)
* Western Bulk Chartering Cut to Hold at Arctic Securities (+)
>>> Initiation
>>> Initiation
* Addtech Rated New Buy at Pareto Securities; PT 410 kronor
* Asmodee Rated New Buy at SEB Equities; PT 125 kronor
* Asmodee Rated New Buy at SEB Equities; PT 125 kronor
* Indutrade Rated New Buy at Pareto Securities; PT 370 kronor
* Lagercrantz Rated New Hold at Pareto Securities; PT 250 kronor
* Learnd Rated New Add at Baader Helvea; PT 8.20 euros
* Odfjell Technology Rated New Buy at ABG; PT 70 kroner
* Orior Rated New Neutral at UBS; PT 41.70 Swiss francs (++)
* Renk Group Rated New Buy at M.M. Warburg; PT 36 euros (+)
* Theon International Rated New Buy at Berenberg; PT 20 euros (+)
* Ubaldi Costruzioni Rated New Outperform at EnVent S.p.A.
>>> Call
>>> Call
* Also Slides on Outlook as Investors Wait for Westcoast to Close (+)
* BT Double-Downgraded at Citi on Likely Openreach Revenue Drop
* BT Double-Downgraded at Citi on Likely Openreach Revenue Drop
* Deutz Climbs After HSBC Upgrade Seals Clean Sweep of Buy Ratings (++)
* Formycon Shares Advance After H&A Calls Record Drop ‘Overdone’ (++)
* Lonza Is Said to Tap BofA, Centerview for Sale of Capsules Unit (+)
* Plus500 Gets New Street-High Target at Jefferies After Results
OpenAI considers special voting rights to fend off hostile bidders such as Musk
Start-up in talks over ways to allow its non-profit board to maintain control after conversion to a for-profit business
OpenAI is considering granting special voting rights to its non-profit board in order to preserve the power of its directors, as the $157bn start-up fends off an unsolicited takeover bid from Elon Musk.
Chief executive Sam Altman and other board members are weighing a range of new governance mechanisms after OpenAI converts into a more conventional for-profit company, according to people with direct knowledge of the discussions.
Giving the non-profit’s board outsized voting power would ensure it retained control of the restructured company and was able to over-rule other investors including existing backers such as Microsoft and SoftBank.
While no firm decisions have been made, special voting rights would also ensure OpenAI can fight off hostile bids from outsiders such as Musk. The billionaire made a surprise $97.4bn cash bid for the assets held by the non-profit, including its controlling stake in the start-up’s for-profit subsidiary.
Special voting rights could keep power in the hands of its non-profit arm in future and so address the Tesla chief’s criticisms that Altman and OpenAI have moved away from their original mission of creating powerful AI for the benefit of humanity.
The ChatGPT-maker is in the midst of a complex conversion from a non-profit research organisation to a more conventional for-profit business known as a public benefit corporation (PBC).
Its executives argue the shift would allow it to receive billions of dollars more investment as it races rivals such as Google to build the technology, while potentially unlocking greater returns for investors. OpenAI is also in talks to raise $40bn from an investment group led by SoftBank at a valuation of $260bn.
The San Francisco-based group’s plans have come under fire from Musk, who co-founded OpenAI and donated tens of millions of dollars before leaving its board in 2018 in a fallout with Altman. He said at an event in Dubai last week that “OpenAI is trying to completely delete the non-profit, [and] that seems too far.”
The comments come as the board seeks to find a fair price for the non-profit’s assets and decide what role its charitable arm should play in the PBC.
The FT has previously reported that OpenAI has discussed trading the non-profit’s assets for $30bn, paid largely in equity in the PBC. Musk’s $97.4bn offer implies that OpenAI is vastly underpricing the deal.
To complete the conversion, the attorney-general of Delaware — where OpenAI is incorporated — must decide whether the transaction represents fair value and is for the public benefit. People close to OpenAI said the board is under no obligation to sell, or to maximise the valuation of the non-profit’s assets in a competitive auction.
On Friday, the board unanimously rejected the offer from Musk, calling it his “latest attempt to disrupt his competition.”
“OpenAI is not for sale,” Bret Taylor, chair of OpenAI, added. “Any potential reorganisation of OpenAI will strengthen our non-profit and its mission.”
“Of course they are putting the charity’s assets up for sale. That is what their ‘reorganisation’ is all about,” Musk’s attorney, Marc Toberoff, responded in a statement to the FT.
“They are just selling it to themselves at a fraction of what Musk has offered, enriching board members in a classic self-dealing transaction. Will someone please explain how that benefits ‘all of humanity’?”
Carl Tobias, professor at the University of Richmond School of Law, said Musk’s bid was unlikely to affect OpenAI’s conversion to a PBC.
“I think Musk is simply trying to torture Open AI generally and Sam Altman specifically,” he said.
However, the takeover offer has focused minds at the start-up on how to retain control once a conversion is completed.
Silicon Valley groups have often adopted corporate structures that include special voting rights, often to entrench the power of founders. Meta’s Mark Zuckerberg has retained control over his company, despite owning less than 15 per cent of the social media group, thanks to his ownership of shares with outsized voting power.
Another option that could be considered by OpenAI’s board is introducing a shareholder rights plan, or poison pill, which would allow shareholders to buy up additional shares at a discount in order to fend off hostile takeovers. Poison pills were pioneered by lawyer Martin Lipton, co-founder of the firm now advising OpenAI’s board, in the 1980s.
In 2022, Twitter launched a poison pill defence in a failed attempt to prevent Musk’s $44bn buyout of the company.
As part of the conversion under discussion, the current board is expected to oversee the PBC. The non-profit will recruit new directors.
OpenAI is being advised by Goldman Sachs and M. Klein & Company, who are tasked with ensuring that the conversion into a PBC, with a separate non-profit arm, is fair and responsible, according to multiple people with knowledge of the matter.
“A well-thinking board would actually think about [the $97.4bn bid],” said one person with knowledge of OpenAI’s deliberations. But, they added, “the board needs to consider the mission and nobody else — not Sam, not the brand OpenAI, and certainly not Mr Musk.”
Early premarket gappers
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Gapping up:
- IPHA +32.5%, WGS +24.4%, PCT +13.9%, STZ +8.4%, NE +6.2%, PONY +4.8%, SDRL +4.4%, SPIR +4%, MATW +3.6%, VG +3.3%, RCUS +3.1%, SEG +2.9%, ZK +2.5%, LUV +2.4%, FTV +2.1%, TNC +2%, BHP +1.8%, OXY +1.7%, DPZ +1.7%, VMC +1.7%, RIG +1.7%, KWEB +1.6%, SOHU +1.6%, SIRI +1.5%, MU +1.5%, CWEN +1.4%, SLM +1.3%, ALLE +1.2%, CC +1%, WBD +0.9%, SHW +0.9%, REGN +0.9%, GSK +0.8%
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Gapping down:
- TPH -4.5%, DVAX -3.2%, SARO -2.9%, CAG -2.5%, HUN -2.5%, AKR -2.3%, SPNS -2.3%, WULF -2.1%, JELD -2%, ATKR -1.9%, BIDU -1.7%, DAL -1.5%, WDS -1.5%, SEE -1.4%, OTTR -1.2%, IHG -1%, SHCO -0.8%, DJT -0.8%, NPK -0.7%
Gapping down
In reaction to earnings/guidance:
In reaction to earnings/guidance:
- NEO -9.2%, JELD -3.3%, FLR -3.2%, CAG -3% (lowers FY25 guidance; unveils new innovations), HUN -2.5%, IHG -1.9%, BIDU -1.7%, MDT -1.4%, WAY -1.3%, ALLE -1%, DJT -0.9%, SPNS -0.8%,
Other news:
- RCUS -4% (reports new data demonstrating best-in-class potential for Casdatifan; prices offering of 13,636,364 shares of its common stock at an offering price of $11.00/share)
- DVAX -3.2% (enters into new supply agreement with West Pharmaceutical Services)
- WDS -2.1% (provides Sangomar update)
- SEE -1.4% (CEO Patrick Kivits steps down; Dustin Semach has been named CEO, effective immediately; co reaffirms prior guidance for FY24)
Research Calls I
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Upgrades:
- Altice USA (ATUS) upgraded to Outperform from Mkt Perform at Raymond James; tgt $3.50
- Avient (AVNT) upgraded to Buy from Neutral at Seaport Research Partners; tgt $56
- Bath & Body Works (BBWI) upgraded to Overweight from Neutral at JP Morgan; tgt raised to $47
- CNX Resources (CNX) upgraded to Mkt Perform from Underperform at Raymond James
- Digital Realty Trust (DLR) upgraded to Sector Outperform from Sector Perform at Scotiabank; tgt $208
- Ecopetrol (EC) upgraded to Buy from Neutral at Citigroup; tgt raised to $14
- Gilead Sciences (GILD) upgraded to Buy from Hold at Deutsche Bank; tgt $120
- Parsons (PSN) upgraded to Outperform from Mkt Perform at William Blair
- Snowflake (SNOW) upgraded to Outperform from Peer Perform at Wolfe Research; tgt $235
- Tapestry (TPR) upgraded to Buy from Neutral at Redburn Atlantic; tgt $110
- W.P. Carey (WPC) upgraded to Outperform from Market Perform at BMO Capital Markets; tgt raised to $67
- Wynn Resorts (WYNN) upgraded to Buy from Hold at Jefferies; tgt raised to $118
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Downgrades:
- BASF AG (BASFY) downgraded to Hold from Buy at Berenberg
- Datadog (DDOG) downgraded to Peer Perform from Outperform at Wolfe Research
- Hims & Hers Health (HIMS) downgraded to Equal-Weight from Overweight at Morgan Stanley; tgt raised to $60
- Leslie's (LESL) double downgraded to Underperform from Buy at BofA Securities; tgt lowered to $1.40
- Lyft (LYFT) downgraded to Sell from Neutral at Arete
- Merck (MRK) downgraded to Hold from Buy at Deutsche Bank; tgt lowered to $105
- Moderna (MRNA) downgraded to Equal Weight from Overweight at Barclays; tgt lowered to $45
- PG&E (PCG) downgraded to Neutral from Buy at Guggenheim
- Portland Gen Elec (POR) downgraded to Neutral from Buy at Ladenburg Thalmann; tgt $42
- Robinhood Markets (HOOD) downgraded to Peer Perform from Outperform at Wolfe Research
- TriNet Group (TNET) downgraded to Hold from Buy at TD Cowen; tgt lowered to $74
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Others:
- aTyr Pharma (ATYR) initiated with an Outperform at Leerink Partners; tgt $16
- enGene Holdings (ENGN) initiated with an Overweight at Piper Sandler; tgt $26
- GE Aerospace (GE) initiated with a Buy at Redburn Atlantic; tgt $250
- Shoals Technologies (SHLS) initiated with a Peer Perform at Wolfe Research
- Zegna Group (ZGN) initiated with a Hold at TD Cowen; tgt $10
Gapping up
In reaction to earnings/guidance:
In reaction to earnings/guidance:
- WGS +12.6%, DFIN +5.9%, TH +4.8%, ETR +2.3%, NE +2%, TNC +2%, OTTR +2%, BHP +1.7%, SOHU +1.6%, CC +1.5%, AXSM +1.4%, GPC +1.3%, VMI +1.1%
Other news:
- SLDB +84.1% (Initial Clinical Data from Next-Generation Duchenne Gene Therapy Candidate SGT-003)
- IPHA +30.9% (receives Breakthrough Therapy Designation to Lacutamab from FDA)
- PCT +12.4% (Duquesne (Stanley Druckenmiller) discloses new portfolio position)
- STZ +8.6% (Berkshire Hathaway new position)
- SPIR +4.1% (discloses Delaware Court of Chancery update)
- PONY +4% (Soros Fund new position)
- VG +3.7% (commences commercial operations at Calcasieu Pass)
- SEG +2.5% (Pershing Square increased stake)
- ZK +2.5% (closes strategic integrated transactions)
- MATW +2.3% (U.S. District Court Judge once again denies Tesla's (TSLA) request to block Matthews International from selling its innovative dry battery electrode solutions to others; Barington Capital Calls on Matthews International Shareholders to Elect Ana Amicarella, Chan Galbato and James Mitarotonda to the Matthews Board to Help Restore Good Governance and Drive Value Creation)
- LUV +2.1% (reduces corporate workforce)
- CMRX +2.1% (FDA accepts its NDA seeking accelerated approval for dordaviprone)
- EXTR +2% ($200 million share repurchase authorization)
- MU +1.8% (Duquesne (Stanley Druckenmiller) discloses new portfolio position)
- OXY +1.6% (Berkshire Hathaway increased stake)
- KWEB +1.5% (Soros Fund new position)
- CWEN +1.4% (div raise)
- SIRI +1.3% (Berkshire Hathaway increased stake)
- DPZ +1.3% (Berkshire Hathaway increased stake)
- SKX +1% (Duquesne (Stanley Druckenmiller) discloses new portfolio position)
- GME +1% (announces that as part of its evaluation of its international assets, the Company intends to pursue a sale of its operations in France and Canada)
- SDRL +0.9% (Third Point new position)
- GSK +0.8% (receives FDA approval for 5-in-1 meningitis vaccine)
- VMC +0.7% (increases quarterly cash dividend to $0.49/share from $0.46/share)
The hottest AI models, what they do, and how to use them
AI models are being cranked out at a dizzying pace, by everyone from Big Tech companies like Google to startups like OpenAI and Anthropic. Keeping track of the latest ones can be overwhelming.
Adding to the confusion is that AI models are often promoted based on industry benchmarks. But these technical metrics often reveal little about how real people and companies actually use them.
To cut through the noise, TechCrunch has compiled an overview of the most advanced AI models released since 2024, with details on how to use them and what they’re best for. We’ll keep this list updated with the latest launches, too.
There are literally over a million AI models out there: HuggingFace, for example, hosts over 1.4 million. So this list might miss some models that perform better, in one way or another.
AI models released in 2025
OpenAI o3-mini
This is OpenAI’s latest reasoning model and is optimized for STEM-related tasks like coding, math, and science. It’s not OpenAI’s most powerful model but because it’s smaller, the company says it’s significantly lower-cost. It is available for free but requires a subscription for heavy users.
OpenAI Deep Research
OpenAI’s Deep Research is designed for doing in-depth research on a topic with clear citations. This service is only available with ChatGPT’s $200 per month Pro subscription. OpenAI recommends it for everything from science to shopping research, but beware that hallucinations remain a problem for AI.
Mistral Le Chat
Mistral has launched app versions of Le Chat, a multimodal AI personal assistant. Mistral claims Le Chat responds faster than any other chatbot. It also has a paid version with up-to-date journalism from the AFP. Tests from Le Monde found Le Chat’s performance impressive, although it made more errors than ChatGPT.
OpenAI Operator
OpenAI’s Operator is meant to be a personal intern that can do things independently, like help you buy groceries. It requires a $200 a month ChatGPT pro subscription. AI agents hold a lot of promise, but they’re still experimental: a Washington Post reviewer says Operator decided on its own to order a dozen eggs for $31, paid with the reviewer’s credit card.
Google Gemini 2.0 Pro Experimental
Google Gemini’s much-awaited flagship model says it excels at coding and understanding general knowledge. It also has a super-long context window of 2 million tokens, helping users who need to quickly process massive chunks of text. The service requires (at minimum) a Google One AI Premium subscription of $19.99 a month.
AI models released in 2024
DeepSeek R1
This Chinese AI model took Silicon Valley by storm. DeepSeek’s R1 performs well on coding and math, while its open source nature means anyone can run it locally. Plus, it’s free. However, R1 integrates Chinese government censorship and faces rising bans for potentially sending user data back to China.
Gemini Deep Research
Deep Research summarizes Google’s search results in a simple and well-cited document. The service is helpful for students and anyone else who needs a quick research summary. However, its quality isn’t nearly as good as an actual peer-reviewed paper. Deep Research requires a $19.99 Google One AI Premium subscription.
Meta Llama 3.3 7B
This is the newest and most advanced version of Meta’s open source Llama AI models. Meta has touted this version as its cheapest and most efficient yet, especially for math, general knowledge, and instruction following. It is free and open source.
OpenAI Sora
Sora is a model that creates realistic videos based on text. While it can generate entire scenes rather than just clips, OpenAI admits that it often generates “unrealistic physics.” It’s currently only available on paid versions of ChatGPT, starting with Plus which is $20 a month.
Alibaba Qwen QwQ-32B-Preview
This model is one of the few to rival OpenAI’s o1 on certain industry benchmarks, excelling in math and coding. Ironically for a ‘reasoning model,’ it has “room for improvement in common sense reasoning,” Alibaba says. It also incorporates Chinese government censorship, TechCrunch testing shows. It’s free and open source.
Anthropic’s Computer Use
Claude’s Computer Use is meant to take control of your computer to complete tasks like coding or booking a plane ticket, making it a predecessor of OpenAI’s Operator. Computer use, however, remains in beta. Pricing is via API: $0.80 per million tokens of input, and $4 per million tokens of output.
x.AI’s Grok 2
x.AI, the Elon Musk-owned AI company, has launched an enhanced version of its flagship Grok 2 chatbot it claims is “three times faster.” Free users are limited to 10 questions every two hours on Grok, while subscribers to X’s Premium and Premium+ plans enjoy higher usage limits. x.AI also launched an image generator, Aurora, that produces highly photorealistic images, including some graphic or violent content.
OpenAI o1
OpenAI’s o1 family is meant to produce better answers by “thinking” through responses through a hidden reasoning feature. The model excels at coding, math, and safety, OpenAI claims, but has issues deceiving humans, too. O1 requires subscribing to ChatGPT Plus, which is $20 a month.
Anthropic’s Claude Sonnet 3.5
Claude Sonnet 3.5 is a model Anthropic claims as best-in-class. It’s become known for its coding capabilities and is considered a tech insider’s chatbot of choice. The model can be accessed for free on Claude although heavy users will need a $20 monthly Pro subscription. While it can understand images, it can’t generate them.
OpenAI GPT 4o-mini
OpenAI has touted GPT 4o-mini as its most affordable and fastest model yet thanks to its small size. It’s meant to enable a broad range of tasks like powering customer service chatbots. The model is available on ChatGPT’s free tier. It’s better suited for high-volume simple tasks compared to more complex ones.
Cohere Command R+
Cohere’s Command R+ model excels at complex Retrieval-Augmented Generation (or RAG) applications for enterprises. That means it can find and cite specific pieces of information really well. (The inventor of RAG actually works at Cohere.) Still, RAG doesn’t fully solve AI’s hallucination problem.