Paranoia, Angels, True Love received a score of 78 out of 100 on review aggregator
Metacritic based on 14 critics' reviews, indicating "universal acclaim". Otis Robinson of
DIY found that "the record's brilliance lies in an innovative ocean of modern opera, blending elements of
soul, pop,
trap,
R&B,
drum 'n' bass and musical theatre", but that the "presence of hip hop producer
Mike Dean on the album lends a post-pop sound". He concluded that it is "a far way away from debut
Chaleur humaine, yet just as unafraid", and "like no other exploration of grief – a new magnum opus". Rachel Aroesti of
The Guardian described
Paranoia, Angels, True Love as a "masterpiece" where the despair of Letissier over the recent death of his mother "sublimated into astonishingly beautiful experimental pop, drenched in warm celestial light, punctured by spikes of confused pain", and produced a work that is "hypnotically melodic, clever, stylish, serious, fun, addictively unexpected and euphorically danceable." Eric Mason of
Slant Magazine described the album as "the culmination of the French singer's ambitious approach to pop conventions" as well as "a collection of wiry, introspective songs that break from pop conventions while asserting the life-affirming power of love". David Smyth of the
Evening Standard found
Paranoia, Angels, True Love to be "weird and absolutely wonderful" in contrast to the "weird and alienating"
Redcar, with "songs of breathtaking beauty" that are a "long way from the smooth, sophisticated electronic pop" of
Chaleur humaine. Reviewing the album for
The Line of Best Fit, Tanatat Khuttapan opined that it is Letissier's "largest, most ambitious album to date" and "as enthralling and enigmatic as the tales of the mystique, embellished in epic theatrics and artful references", but found that some tracks would work better as "spoken poems [...] due to their slack, unmoving instrumentation". Helen Brown of
The Independent summarised the album as "requiring serious investment on the listener's part" as it is "too long and rambling to bring Christine and the Queens any new fans, or much action on the singles chart. Its self-indulgence may even tire some existing fans. But if you give it time to grow its wings, it can really lift you up." Reviewing the album for
AllMusic, Heather Phares compared it less favourably to Letissier's previous work, writing: "As a whole it doesn't feel as rewarding as the diamond-like clarity and brilliance of
Chris or
La Vita Nuova. Even if it's missing some of the electrifying immediacy of those works, there's a lot of challenging and emotionally powerful music here for fans to appreciate."
Neil McCormick of
The Telegraph wrote that "with every new release, the work of Heloise Letissier becomes harder to summarise", finding there to be "many absolutely gorgeous moments" but that "the overwhelming mood is oppressive as it proceeds at a relentlessly mid tempo pace [...], frequently building to bombastic quasi-religious choral electro goth climaxes, with crunching drums, overloaded vocals and wailing lead guitar". He ultimately called it "a lot". Peyton Thomas of
Pitchfork summarised that the album is a "raw, dreamlike, 20-song epic that still feels like a first draft" and that for "every stunner" track ("Tears Can Be So Soft", "I Met an Angel" and "True Love"), there is "a head-scratcher" ("Full of Life", "Let Me Touch You" and "Aimer, puis vivre"), comparing the latter set of tracks to Roman marble statues "stripped, over millennia, of their paint" and calling them "not all fully formed, and often crying out for color". ==Track listing==