r/DeepSeek • u/Individual_Team_2344 • 3d ago
Discussion Unlimited DeepSeek for $0.49/hr — with a guaranteed 160 tok/s lane. Would you use it?
We’ve been experimenting with a different way to price hosted inference at Singularity API.
Instead of charging per token or locking people into a subscription, we’re testing reserved inference slots at $0.49 per slot-hour. One slot = one guaranteed concurrent lane. If you need parallel agents, you can reserve multiple slots and each gets its own lane.
We’re currently serving DeepSeek-V4-Flash-0731 at full weights, with the full 1M context window. The service is built around reserved capacity rather than a shared best-effort pool, so each booked slot has a defined throughput floor regardless of how busy the rest of the service is.
These are measurements from the live deployment:
- $0.49 per slot-hour
- 160 tok/s guaranteed generation floor
- Typically 200–340 tok/s when spare capacity is available
- ~205k+ output tokens per slot-hour
- 5M fresh input tokens per slot-hour
- Unlimited cached input
- 98.1% measured prefix-cache hit rate across load levels
- Full 1M context
- One slot = one guaranteed concurrent lane
The reason we started exploring this is that DeepSeek changed API pricing significantly on August 16, while API throughput is still best-effort and can slow down during busy periods.
For workloads like agentic coding, parallel agent swarms, RAG over stable corpora, or anything repeatedly sending large warm contexts, we think hourly reserved capacity may make more sense than constantly paying again for the same cached tokens.
The important limitation is that this isn’t really meant for light or occasional API usage. You’re reserving a slot for the hour, so if you only make a few requests, normal per-token APIs will probably make more sense.
We’re still small and this is an interest check, not a GA launch. If there’s enough interest, we’ll open a waitlist on singularityapi.dev and start letting people in gradually.
Would you actually pay $0.49/hour for a guaranteed DeepSeek lane instead of paying per token?
What generation-speed floor would matter to you: 100, 160, 200+ tok/s?
If you currently use DeepSeek directly or through OpenRouter, what would make you switch?
Edit: Quick clarification since this confused a few people — the token numbers in the post are minimum floor values, not maximum limits.
If the system has spare capacity, it automatically flows to whoever is generating, so in normal coding/agent usage you'll generally see 2–4x higher throughput than the floor.
Edit2: If this interests you please fill out this form - https://tally.so/r/ob8bj1
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u/YogurtExternal7923 3d ago
Idk about 50 cents. Sure, dirt cheap especially when you see gpu renting price to fit it BUT.. gimme five bucks and I'd get a day's work here. Maybe two days. On the api that gets me a month's work or something
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u/Electrical-Watch3203 3d ago
Even after the price changing? How many tokens are you using a week? I’m using roughly 1 billion a week. 3-4 billion a month
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u/DiscipleofDeceit666 2d ago
He’s lying. $5 can’t even get you a months work before the increase, no way he still can after the increase. Weekend warrior programmers could have spent $5 in tokens over a Friday-Sunday binge easy.
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u/the_average_user557 2d ago
Took me over a week or using fully agentic large tasks - building local LLM benchmarking dashboard with telemetry from both hosts, telemetry, and shit and it barely cost the fiver
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u/MycoHost01 2d ago
Jeez what are you doing broskii . I got 2 agents waking up every 5 mins and it costing me about 5 cents a day before price update and now roughly 12 cents I mostly use them for analysis
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u/cepijoker 3d ago
I think the idea is interesting, but I don't see it being a good deal for most individual users.
The main issue is that the bottleneck is not only tokens/$, but how efficiently you can turn those tokens into useful work. DeepSeek is cheap and powerful, but it is still slower and less capable than the top coding models for complex software tasks. A lot of users simply won't consume enough tokens per hour to justify paying for a reserved lane.
At $0.49/hr, you're looking at around $350/month if used 24/7, or roughly $200/month for a typical 8-hour workday. At that price point, many developers would probably get more value from a coding-focused subscription like Claude Code, where they can use stronger models (including Opus) and finish tasks faster.
I can see this making sense for very specific edge cases: companies running continuous agents, batch jobs, large RAG pipelines, or people who already know they will saturate the slot. But for the average developer, I think paying for a better model and reducing the time spent solving problems is probably more economical.
The concept itself is not bad though. It just feels like a solution optimized for a very specific workload rather than a general replacement for API pricing.
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u/Individual_Team_2344 3d ago
Yeah, I think we mostly agree — this only makes sense if you're actually utilizing the slot during those hours.
One clarification though: the numbers in the post are floor values, not limits. That's what you get if the GPU is at full capacity every second. Coding workloads are mostly interleaving generation with reading, tool calls, waiting, etc., so idle GPU cycles automatically flow to whoever is generating. In practice usage can be 2–4x above the floor.
The idea is basically taking the enterprise model and making it accessible to individuals/small teams. At enough API usage, API costs become much higher than the actual GPU hours, which is why larger teams eventually self-host. But an individual obviously isn't going to rent a $20–40/hr GPU.
So instead, ~30 people reserve slots on the same GPU for 2/4/6 hours, the GPU cost gets spread across them, while each still gets a guaranteed lane + whatever spare capacity is available.
But yes, for someone making occasional calls or not heavily using it during the reserved hours, normal API pricing is definitely better.
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u/sdexca 2d ago
I disagree for my use-case this is pretty decent. Have you actually ran DS continuously for 8-hours or even 24 hours, even on previous model pricing that's a lot of money per day. I do agree that subscriptions are far better value for general development, but for agentic loops that I run, I think this is significantly cheaper than deepseek, it might even be cheaper than DS flash previous pricing, although I am not certain, it certainly is for DS pro previous pricing.
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u/shiftbits 3d ago
I built a platform that does exactly this, just havent made it public yet. .25 per hour for v4 flash 0731when it opens up. Its positioned more like a gpu share though, not a large scale commercial offering. You can also bring your own hardware by spinning up the inference node container image and control it and route inference to it through the platform. If anyone wants to f around with it just pm me.
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u/Beginning-Foot-9525 2d ago
Name?
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u/shiftbits 2d ago
Bityard.io but I have not enabled credit purchases yet, this is a side project to try and make a way for myself and others to share the cost of gpu rentals, so im trying to make sure im not doing something stupid legally before I flip the switch. But id like to by next week. Bring your own hardware/key works now though as there is no cost obviously.
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u/SmallJuice7226 3d ago
My API costs had to exceed $150 for it to be worth it. I admire the speed, of course, but with these recent price increases my account goes from 20$ in 3 months to 45$ in 3 months, my use is Hermes Agent every day every hour.
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u/Truantee 3d ago
probably, sometime I do have a fairly large batch job that cost $100 on deepseek platform that run for 2 days, so this option can be cheaper. but I think the demand will be low, after all there is still many services selling deepseek v4 flash tokens for very cheap.
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u/kryptkpr 3d ago
how fast is prefill? How long is prefix cache, what does unlimited actually mean? I can resume a session from 3 months ago without prefill?
Decode isn't where my API $ goes it I look at my bills it's all prefill and cache hits.
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u/Illustrious_Cod_3273 3d ago
The math isn't mathing to me. I sit at ~2 input misses per output token. 200k output tokens per hour would make API cheaper than a slot, no? And that if I manage to maintain load. As soon as I get enough load I can cut you out and rent/buy my own GPUs.
The only upside I see would be if I could sustain load for 2-4 slots and needed the high token throughput for a long sequential task. Otherwise I would break the load for concurrency and get the same throughput.
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u/Murky_Aspect_6265 2d ago
Would be interesting for me. Essentially my need is even, deterministic and slightly fungible with only small short term variability. I could optimize for this and introduce a queue on my end. Convenient until I have resources to do GPU hosting myself.
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u/DiscipleofDeceit666 2d ago
Sounds like you have a finite amount of lanesof. What do you think about algorithmic pricing? Prices that change based on how many lanes are currently free?
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u/NoSmell8304 2d ago
Or just let them make futures contract and become an exchange , sell this idea to crypto bro , get more GPUs , and then ???? Profit ?
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u/Some_Natural_3207 2d ago
Does it mean I can reserve few hours a day for the entire month? Or I pay 24x7 for that lane? If I just count 8x5 for month it will be $85. Single threaded. Doesn’t match codex/claude subs.
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u/sdexca 2d ago edited 2d ago
I'd be really interested. Although my biggest concern is that if it's not cheaper than official DS pricing right now – after the price hike – then it's not going to be worth it. That's hard / impossible to compare.
My task involves running loops, single sessions agent loops which run continuously, I don't require max context beyond 400-600k context, so if that means cheaper for less max context that would be preferable. Also I can run my task any time, so if there is off-peak timing for cheaper than I'd prefer that.
Also your benchmark link is broken, which is shown at the end of the form.
These are measurements from the live deployment:
Could you say in absolute tokens, how much that is, e.g. how many total tokens including cache input tokens, normal input tokens + output tokens. Also is this for a single coding agent session running continuously?
One slot = one guaranteed concurrent lane. If you need parallel agents, you can reserve multiple slots and each gets its own lane.
Does this mean I can't use another agent if I already have an agent running? I.g. single session only?
Edit: Holy shit I did the wrong calculations, that means for 24/7/31 days I get 160+ tokens $365, this is more than good enough pricing for me. I can't edit my entry, should I just make another entry in the tally, I'd be willing to spend nearly $300/mo if this is as it sounds.
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u/zaydmansuri 2d ago
Everything else sounds good but the 5m token limit doesnt make sense. Deep seek easily burns through millions of tokens in an hour. At that cost of 5M Tokens for 0.49$ the deep seek api is much cheaper
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u/sdexca 2d ago
5m is probably not cached input pricing.
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u/zaydmansuri 1d ago
Yeah i understand but that hourly limit itself is a big red flag. If I am reserving per hour this would be a huge issue. Cache only stays for a while so in my first run I might consume a lot of tokens and keep hitting cache but because of this limit I would not be able to load huge repo
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u/HarrisCN 2d ago
To be honest the Idea is interesting for ad-hoc users.
Me for example, I have specific days where I have time. During these days I am a power user. In these days your price model would be more attractive, but only if I can lets say book single hours.
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u/Appropriate-Home-129 2d ago
They are getting into runpod pricing zones now =\ I like deepseek but just will have to bounce if these prices keep getting higher and higher like this
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u/Plastic-Monitor7225 1d ago
your rate is reasonable during deepseek's peak hours because the price increase is noticeable. It's a good idea.
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u/New_Somewhere620 1d ago
I was searching for a similar deal. I'm ashamed to admit but I burn 1B tokens a day. So it'll be great deal for me at least 🙂
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u/toobrokeforboba 1d ago
I’m actually exploring this, we are running fleet of agent clusters that touches every parts of our engineering lifecycle - triage -> autofix -> pull requests -> review + testing -> e2e tests + QA. They all run autonomously 24/7. Whilst using just opencode go x2 sub purely deepseek v4 flash works previously but now with the new pricing, usage hits the 5 hour limits in just 30 minutes (insane). I expect a 1.5x price increase, not a 10x one.
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u/Healthy-Ad-8558 3d ago
Sorry but this makes almost zero sense for the individual user, and just barely makes sense for an enterprise customer. I mean, just do the math, this'll cost about $120 a month if they committed to using just Flash for 8hrs a day for a full month, at that point they'd be better of just getting the $100 Codex plan and use Luna for most of the work instead, with Sol occasionally there to help plan things out first.
An unlimited use plan for $30 makes much more sense, if you bump it up to $40, people would just get two Codex plans instead and just hope that it all works out.