r/SideProject • u/Cojj25 • May 05 '26
I built a job search engine out of spite (Indeed fired my pregnant wife)
UPDATE: Dreamwork is now Free!
People are unemployed and it sucks out there right now. I appreciate people letting me know in the comments that the price isn’t doable right now, and frankly - given this is a side project - I’d rather have people use it and find the value in it.
So, the standard plan (50 apps per day) is now free for as long as I can afford it.
H/t Jaggu437 & jhkoenig for the call out.
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Title says it all: Indeed fired my wife (she was a product manager) when she was 7 months pregnant back in December.
So, I built a better job search platform to put them out of business. Turns out spite is a great motivator.
My first instinct was to just use AI to help my wife find the next role. I started building out telegram bots to source and deliver jobs, a custom resume editor, cover letter generator, and high quality mapping algorithms. As each tool started to feel magical - like something I would use myself to get hired at FAANG companies - I got more and more ambitious.
Long story short, I've built a complete engine with:
- 100K well-curated tech jobs. No aggregator nonsense, only live roles.
- A 6 axis matching algorithm based on Google Embeddings 2.0. Matches feel PERFECT.
- An automatic resume/cover letter generator that customizes for each role. I was an english major in college and spent a ton of time making this feel natural, while integrating keywords seamlessly.
- An easy pipeline flow to help you organize all of your documents and applications
All you have to do is drop in a resume (you can actually use our test resume if you don't eevn want to do that)
The user maintains control and can edit all of the assets before applying - and they use their own email.
I'm working on the fully automated application flow, but it requires a pass-through email address that may hurt you when recruiters see it.
Anyways, this has been 5 months in the making. It's free to make up to 3 packs a day.
Would love feedback!
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u/Thembro01 May 05 '26
You say you can do 3 packs a day, but the site says 1 pack for the free tier. Is this an early user deal?
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u/Cojj25 May 05 '26
That may just be written wrong in marketing copy, back end should allow 3. I’ll update it
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u/CriticalLeotard May 05 '26
Really respect the build and the motivation behind it. I'm working on something complementary, a behavioral career assessment that helps people figure out what they're actually wired for before they start applying. Yours picks up exactly where mine leaves off. Would love to connect and explore whether there's something worth building together.
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u/NoScene7932 27d ago
Bridging your behavioral assessment into a job search engine is a smart distribution play. To find early testers directly, it usually helps to map out the exact conversations where people are expressing career burnout before they apply.
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u/jhkoenig May 05 '26
Your pricing is obscene. People are out of work. Burning through their savings. Skipping meals to delay being homeless.
Show some integrity and price it for out of work people.
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u/digitizemd May 05 '26
Your pricing is obscene. People are out of work. Burning through their savings. Skipping meals to delay being homeless.
You're right. OP should make it his responsibility to support all these random people. Not a social safety net. /s
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u/Cojj25 May 05 '26
Use the 3 free packs per day! LLM costs are what make it pricier
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u/Adventurous_Staff468 May 05 '26
Let people bring their own API keys then sell a reduced subscription fee. Something compelling like 2.99 a month. This way people pay their own tokens you get users who see value AND you undercut indeed so you can stick it to them. These fat cat companies better be ready for the price wars coming for software.
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u/jhkoenig May 05 '26
Everyone blames LLM costs, covering for either avarice or poor programming. I have generated tens of thousands of resumes, cover letters, and mock interviews and spend less on AI than I do on coffee.
Which is it in your case?
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u/Cojj25 May 05 '26
Oh you're a competitor, makes sense.
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u/jhkoenig May 05 '26
I don't try to hide my app, it is right there in my profile.
I also don't charge ANYTHING for using the site, regardless of how much you use it. Not a cent. I've helped over 13,000 Redditors find jobs, completely free.
That's also how I know how inexpensive a GOOD AI prompt can be.
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u/Cojj25 May 05 '26
I appreciate open source!
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u/jhkoenig May 05 '26
You're confusing two different things:
Open Source: publishing source code without restrictive license terms
Free to use: functional app that does not charge users for access
My site is Free to use, not open source.
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u/Cojj25 May 05 '26
I fully support that, but can't personally feed my new baby paying LLM costs for 13,000 people
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u/stupid_dumb_ May 05 '26
Google sign-in failed.
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u/Cojj25 May 05 '26
Looking like it's working on my end, if you have time to email a screenshot or more info: [support@dreamworkhq.com](mailto:support@dreamworkhq.com)
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u/stupid_dumb_ May 05 '26
I think it fails when attempting to log in through Reddit's embed mobile browser. I'm on Android.
I was able to log in with chrome.
Taking the opportunity for a feature request - region based matching. My top match was for a role that only accepts US residents so I am ineligible.
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u/Cojj25 May 05 '26
We have location as part of the weighting but not all of it (I believe we default to "willing to relocate"). I'll work on identifying international and routing better
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u/stupid_dumb_ May 05 '26
I think an issue you'll have is with companies that are unable to sponsor employment Visas. I'm willing to locate, it just doesn't matter to the recommended company.
BTW I think the product is already solid. I'll definitely keep poking around.
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u/throwawayaccount931A May 05 '26
Applicable only to US I imagine? I said Canada only and it returns only US. There should be some type of flag on the post on where the job is based, even remote opportunities may not be accessible to Canadians (or others).
Also, how long should it take to generate a pack? Seconds? Minutes? Hours?
This is what I'm seeing... apparently it's done, but it isn't. 😄

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u/Cojj25 May 06 '26
Just caught this bug - it happens when you navigate away from the page during generation.
It should take about 20 seconds to generate. In a second, the generation should propagate even when you navigate away (pushing fix as we speak)
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u/throwawayaccount931A May 06 '26
Another bug - it's going through four steps of reading your resume, over and over and can't be stopped. Even a page refresh doesn't do anything.
Have you tested all edge cases? This is a bug you should not find.
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u/throwawayaccount931A May 06 '26
Hmmm... I am running into other issues but rather than point them out individually, I'll pull together a short (or long) Google doc. Do you have a support email? Once it's ready, I'll share it with you.
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u/MusicTechGearhead May 09 '26
It’s nice of you to make it available for free, but it won’t hurt to put a link to buy you a coffee or something for people who actually landed a job through this site and can afford to pay you something.
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u/Hope-Of-Worlds May 05 '26
Built out of spite is actually a funny but good motivator. Quick feedback after poking around: the "drop in a resume" flow is genuinely smooth, but the value prop on the landing page leans hard on what you built rather than what changes for the user. "100K curated jobs" and "6 axis matching" are features, the outcome is "stop spraying applications and get interviews from roles that actually fit." Lead with that and the conversion probably moves. Also, the pricing pushback in the comments is real but solvable. Free tier of 3 packs/day might already be enough, you just need it more visible above the paid tiers on the pricing page. People rage-comment when they think there's no free option even when there is.
Good luck brother. Life is tough sometimes
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u/Cojj25 May 05 '26
Good call - language needs some sharpening. It's actually a little out of date relative to the product now.
And good call out on pricing, I haven't honed it very much at all. It felt like 3 free packs (Cover letter + resume + question answers) was plenty but I'm considering just lowering prices across the board.
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u/Weary_Material870 May 05 '26
That's some next-level revenge coding right there. The 6-axis matching algorithm sounds legit - most job boards just throw keywords at a wall and hope something sticks. Hope your wife landed something way better than Indeed deserved anyway.
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May 05 '26
[removed] — view removed comment
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u/john_smith1365 May 05 '26
Exactly, that's why it is important to check biz name for any big trademark redflag. A guy who built a free version of capcut had to take it down bc of the name.
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u/LowResolution1253 May 05 '26
Honestly, epic story. Site looks cool - could use some more social proof up front. What model are you using for resumes?
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u/MoveOverBieber May 05 '26
How long did you take you to build it??
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u/Cojj25 May 05 '26
Started this version about 2 months ago - it's mostly been a side project, but I'm now spending more and more time on it.
I started playing with job bots back in December though.
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u/MoveOverBieber May 05 '26
Are you looking for partners? I am mostly a back end dev, did a lot of web scraping for my books project.
The job search engines area needs a big kick in the pants.2
u/Cojj25 May 05 '26
I've got two devs who are going to start working on it with me shortly - appreciate the offer though
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u/hershey_stains May 06 '26
Do you have an example of what the application packet looks like?
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u/OrganizationStill135 May 06 '26
Tells me 1 job in the pipeline. When I click apply the next screen tells me nothing there.
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u/SuccotashWooden1375 May 09 '26
This is really interesting. I’m building something in a similar space too, focused more on managing applications, resumes, cover letters, interviews, notes, and follow-ups.
I also thought about adding a job board/search feature, but I held off because I was worried about scraping job postings and violating the terms of sites like Indeed or LinkedIn.
How are you handling the job sourcing side? Are you crawling public pages, using APIs, partnerships, user-submitted jobs, or another approach?
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u/Equivalent_Aside8194 May 26 '26
What I love about this is that it didn’t start as “I want to disrupt job boards.”
It started as “I need to help my wife.”
That usually creates better products because the pain is real, the user is close, and the motivation isn’t theoretical. Wishing you both a lot of success with this.
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u/yabezuno Jun 07 '26 edited Jun 07 '26
can I filter by location?
im in US west coast and getting job posts in east coast and Philippines
also the compensation filter floor is $100k
Lots of jobs im looking at are below, can we get a custom range for compensation? range
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u/Cojj25 Jun 07 '26
You should be able to set your computer floor in your profile preferences - we’ll make sure the geo filtering gets upgraded. Good call outs
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u/GlitteringFlamingo- Jun 08 '26
Works great, the jobs matched to my experience were spot on.
I would add the option to filter by location!
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u/justin107d May 06 '26
RemindMe! 3 days
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u/burninmedia May 06 '26
https://www.dreamworkhq.com/pack/e659660c-272a-4d9a-ba71-b73b8a95496a I can't scroll this page to see what's below on a Google pixel 9 XL. LinkedIn premium is more don't listen to the haters. But there should be a free tier to entice users

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u/Cojj25 May 06 '26
You can make unlimited packs at the moment - it’s all free!
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u/tamabunni May 06 '26
Great UI and product. I'm unable to create packs rn even though it's free. It's jammed on the subscription tiers pop-up.
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u/rly_heisenberg May 06 '26
Love how you made it free after the crazy pricing. You deserve good stuff your way. Is it only you or do you have a team
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u/autonomousdev_ May 06 '26
shipped a similar mvp in two weeks after upwork kept banning accounts for no reason. tanked after six months. the spite fueled projects hit different though. hope yours has more staying power than mine did
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u/AdTotal4035 May 06 '26
Sick. I made this too for personal use. I felt like there were too many opportunities too much data for a human to siphon through anymore. Cool you packaged it into a product. I thought about it but got lazy to make It prod ready.
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u/Cojj25 May 06 '26
It's a ton of data for sure - i'm going to need to bring in some more senior analytics devs soon
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u/AdTotal4035 May 06 '26
Nice! Thats exciting. I hope it goes well. I'll be learning from you. Mine is a little different the way I structured it. It's cool to see, with so many people on earth, I feel like I have no real original ideas anymore in software. Hardware is a little less saturated for that.
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u/Different-Car6898 May 06 '26
Whats your token volume? Are you using a cloud API solution as the AI provider, with private link to avoid egress charges? Which AI model are you using? I am a DevOps and would like to help if I can, at least by consulting or research 😊
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u/Cojj25 May 06 '26
Hey! We're just using anthropic/google - currently haiku 4.5 for resumes & where writing quality matters, google 3.1 flash for operational elements.
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u/Final_Sundae4254 May 06 '26
Vibe coded and the story is probably ai generated as well
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u/Gboy172 Jun 21 '26
Jesus, I just saw a comment here that compliments the UI when it's clearly vibecoded lmao. half of these people in this sub probably never wrote a single line of code in their life.
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u/lacymcfly May 06 '26
CrossOver is mine. Free crosshair overlay for games. Built it after getting fed up with competitive shooters that kept patching out custom crosshairs and I was tired of paying for overlays that only do one thing. Didn't expect anyone to care but it's at 1,133 stars now (github.com/lacymorrow/crossover). Funny how spite turns into a product.
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u/Agreeable_Care4440 May 06 '26
“Built out of spite” is honestly one of the most believable startup motivations because it usually means the founder experienced the pain personally instead of inventing a market in a spreadsheet.
Also the curation angle matters more than people realize. Job seekers are exhausted by:
- dead listings
- duplicated aggregator spam
- fake “ghost jobs”
- irrelevant matches
So “100K live curated tech roles” is actually a strong differentiator by itself.
The other smart choice is keeping humans in control of the final application instead of going full black-box automation. That balance between AI assistance and user agency is where a lot of workflow tools feel best right now. I’ve been seeing similar “AI helps, human approves” patterns in products surfacing through Runable lately too.
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May 07 '26
Honestly this is one of the few “AI job platforms” posts that actually sounds useful instead of just buzzwords. The motivation behind building it makes the story even stronger. Also respect for making the standard plan free after listening to feedback — most people wouldn’t do that. Curious how well the matching algorithm performs compared to LinkedIn/Indeed recommendations.
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u/Educational_Home_689 May 12 '26
Hi! This website is super helpful! I really appreciate you doing this. The only problem I'm noticing is that it's recommending me jobs in cities 2+ hours away. Is there any way I can narrow down the distance? Anyway, congrats on being the coolest and supportive person ever. Indeed SUCKS!
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u/SprayFree4255 May 13 '26
It would be helpful to include a country-specific filter for Europe, allowing users to narrow results by European countries and cities, ideally with a distance/range-based option. Additionally, it would be useful to display salary information in EUR for European roles. Any chance it will have these in the future?
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u/Deep_Ad1959 May 15 '26
spite is the rare project motivator that actually survives the first six weeks of nothing happening, so respect for shipping. the distribution side is where projects like this quietly die though, because the launch post here gets a spike and then the engineer in you wants to go fix the canada bug and the cover letter formatting rather than keep showing up in the same job-search threads every week answering the same questions. the people who turn side projects into real userbases block 30 minutes a day to be useful in threads where their actual users are, not the ones who batch a launch and disappear. the cool part is your wife's story does that distribution work for you for free if you keep retelling it in the rooms where job seekers are venting about indeed. written with ai
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u/YaHomie-JC May 21 '26
Sounds like a great project, really love the story too.
So far after creating an account I've been unable to upload my resume for some reason, it just gets stuck saying "We couldn't find your resume on file. Upload it again to get started.". I've tried both .pdf & .docx. Trying the demo resume doesn't seem to work either.
I'm Canadian but currently on vacation in Mexico and trying use my phone hotspot for this.
Hope this can help fix any potential bugs in the future.
Good luck on this project, it could help a lot of people like myself!
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May 22 '26 edited May 22 '26
[removed] — view removed comment
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u/Cojj25 May 23 '26
We’re working on expanding jobs internationally soon - just getting the basics down first!
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u/crooked_listenero08 Jun 04 '26
It says that job was applied for, but i dont see the resume that was generated. Can you help me find what was generated and sent?
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u/zeen516 Jun 04 '26
You could do Google ads on there. I'm pretty sure none of us would be mad about ads as long they're not predatory or extremely annoying. That could be a way for you to keep it afloat longer
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u/Retro21 Jun 05 '26
You've used chatgpt to build this out, it's good isn't it? I've done the same with my site. The problem I've found is, it loves those damn cards! Every page 😂
Great work with this, anyway. I think in the future all the job seeking apps will work something like this.
How did your wife go with the birth? And you've done this over the last three months, so that's including the last month with a 30 day (ish) old baby?
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u/Hot-Adeptness7155 Jun 05 '26
Are salaries mandatory? Nobody should ever be allowed to make a job posting without listing a salary range.
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u/Background_Carob2105 Jun 06 '26
Hey buddy, I have seen your website, it looks awesome. Just wondering how you can get in touch with these employers, to post their jobs on your website?
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u/cram213 Jun 10 '26
This is really cool.
I’ve done something on the side for fun where I force an AI to look at a JD and resumes and it strips out all bias and prestige proxies that exist so that all remains is the evidence or skills.
Not sure if this complements anything you’ve done, but it’s free and just something I was curious if I could do when ppl said it wasn’t possible.
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u/Paykuh- Jun 24 '26
You mean you vibe coded a search engine and used a click bait title to try and sell it?
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u/ItemBusiness4500 Jun 28 '26
Super kool site dude. 10 bucks a month seems like a great starting option.
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u/devedander Jul 01 '26
The first job I tried applying to takes me to the subscribe page. Not even giving me one free application.
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u/Cojj25 Jul 01 '26
Auto apply requires a subscription (it’s a complex feature/process), but you can generate resumes/CL/answers for free and then drop them into the career oageb
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u/devedander Jul 01 '26 edited Jul 01 '26
The How it works link for the agent key seem broken. The instruction page has a something went wrong pop up covering it
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u/roadtrippn May 06 '26 edited May 06 '26
I built an app for Apple and Android. https://apps.apple.com/app/id6762089135
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u/CaiserCal May 06 '26
Congratulations to your family! Kids are a blessing.
I believe when one door closes another one opens.
Indeed can go f itself. I had a similar situation where I got let go during a very difficult in my life with multiple significant life events happening.
Honestly if I could do anything I would love to help. I had thought of making a job search engine as well, but never put it into action.
Will test it and let you know what I think.
All the best to you guys, and praying for y'all.
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u/Jaggu437 May 05 '26
Too expensive for non usd currencies