Higgsfield's 4-star Trustpilot score rests on reviews it asked for

Of the last 200 reviews posted about Higgsfield on Trustpilot, 133 came through the company's own invitation system and 67 arrived unprompted. The invited reviewers gave the AI video platform an average of 4.4 out of 5. The people who came on their own gave it 3.5, and 21 of them, 31%, gave it one star.

Among the invited, six did. That is 4.5%.

That gap is how a company facing scam accusations over its "unlimited" plans, which we set out on Friday, now shows a TrustScore of 4.0 on the review site most people check before they pay.

The method is simple. We read every review Trustpilot displays publicly for Higgsfield posted between 9 and 19 September, and sorted them by the source label the site attaches to each one: "InvitationApi" for reviews the business requested, "Organic" for those nobody asked for. The labels are Trustpilot's. The arithmetic is ours: invited reviews averaged 588 stars across 133 reviews, organic ones 233 across 67.

Nine months of the same page

Higgsfield has not always looked like a four-star company. Snapshots of its Trustpilot page held by the Internet Archive's Wayback Machine show the score moving like this:

• 14 November 2025: 234 reviews, TrustScore 3.4, 34% one-star.
• 1 January 2026: 454 reviews, TrustScore 2.8, 47% one-star.
• 18 February 2026: 1,183 reviews, TrustScore 3.8.
• 3 March 2026: 1,288 reviews, TrustScore 3.8.
• 19 September 2026: 4,469 reviews, TrustScore 4.0, 19% one-star.

The turn took six weeks. Between mid-November and New Year's Day, 220 new reviews landed and 133 of them, 60%, were one-star. In the 48 days from 1 January to 18 February, 729 arrived. Only 116 of those were one-star (16%), and 530 were five-star (73%).

Products do not usually improve that fast. The reviewers changed.

The page data says as much. In the November snapshot, all 20 reviews on the first page were organic, and Trustpilot's data recorded no paid features and no AI-assisted replies. By 1 January the profile had a paid subscription switched on, AI-assisted replies switched on, and 16 of its 20 front-page reviews came through invitation links or uploaded customer lists. Today it carries three labels in plain view: "Paid Trustpilot subscription", "Asks customers to review" and "May use AI-assist with replies".

What the December essay counted

The scam talk around Higgsfield is not new. On 27 December, software writer Sungat Arynov published an essay on his blog arguing that the company's "unlimited" marketing amounted to a bait-and-switch. He put its Trustpilot rating at 2.5 from 403 reviews, 61% of them one-star.

The archived page five days later shows 454 reviews, a 2.8 and 47% one-star. Trustpilot counts shift as reviews are added, flagged and removed, and we cannot reconcile the two sets of figures. Both describe a company most reviewers disliked.

Arynov quoted Reddit users writing "I paid for unlimited Kling, and now it is denied" and describing being "banned within a week" of paying, and said the company sold a $365 annual plan under slogans including "GO UNLIMITED". He also described a cancellation route where users looking for a cancel button found a downgrade option instead. We have not been able to verify the individual Reddit posts, and none of the 200 recent Trustpilot reviews we read mentions a ban.

The "unlimited" complaint is still live. Eight of the 200 use the word, three of them in one- or two-star reviews. On 18 September, a subscriber on the Max plan, which they described as $79 a month for 1,800 credits, wrote that models the pricing page advertised as "unlimited" for a seven-day window were drawing down their paid credits instead. Higgsfield's reply began: "Where a feature is advertised on our Pricing page as part of a plan, it applies to the account once that plan is purchased."

The replies are nearly all the same

Higgsfield answers almost everybody. Trustpilot says it has replied to 96% of negative reviews, and in our sample it answered 35 of 37 one- and two-star reviews. Almost every reply opens "Hello, and thank you for", and most send the reviewer back to a support inbox. That is the same support operation WION described in August as one Discord moderator handling billing disputes for roughly 300,000 paying customers.

Money is not the constraint. On 17 August, Higgsfield announced a $400m Series B at a $5.4bn valuation and annualised revenue of $700m, a round TechCrunch noted had quadrupled its valuation in eight months.

What the gap does and does not show

None of this breaks Trustpilot's rules on its face. Businesses are allowed to invite reviews, and invited reviewers are real customers whose purchase the platform can verify. Some of the gap is normal, too: people who are happy with a product rarely go looking for a review site unprompted.

But Trustpilot's guidelines for businesses require companies to invite "everyone in the same way, and at the same point in the customer journey, regardless of whether they've had a positive or negative experience". We cannot see whom Higgsfield invites, or when. What we can see is that the customers it asks are about seven times less likely to give one star than the customers who arrive unasked: 4.5% against 31.3%.

So read the 4.0 for what it is. It tells a filmmaker how the customers Higgsfield chose to ask feel. The unprompted reviews come from people annoyed enough to go looking for the page, which makes them the better guide to what happens when something goes wrong, and they average 3.5.

That is the useful habit for anyone weighing a subscription. Open the one- and two-star reviews, check which carry Trustpilot's "Verified" invitation label, and read the fair-use clause in Higgsfield's terms of use before the word "unlimited" does the persuading. Arynov's advice to pay monthly before paying annually still holds.

Higgsfield had not been asked for comment before publication. We are putting these figures to the company and will add any response in full.

The page is growing by about 16 reviews a day: 3,181 were added in the 200 days since the March snapshot. At that pace it passes 5,000 reviews around 22 October, and how many of those the company asked for will decide what the score says then.