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Best AI helpdesk solutions in 2026

from Founder's blog [alt+shift+b] in programming

Every helpdesk vendor now sells "AI". What they actually ship differs a lot. Some offer a chatbot that answers customers before a ticket exists. Some offer a copilot that drafts replies for agents. Others hand you a platform and a consultant's invoice. The pricing models differ too: per seat, per conversation, per "resolution", or a pool of credits that nobody on the buying committee fully understands. We looked at six options, from a free do-it-yourself build to a full enterprise ITSM suite. Each one gets the same treatment: what it does well, where it falls short, and what it costs as of September 2026. Disclosure: this review is published on Jitbit's blog, and Jitbit is one of the products below. We tried to hold it to the same standard as the others, and we list its weaknesses too. Competitor prices come from public pricing pages and recent third-party breakdowns. Vendors change prices often, so check before you sign. How we evaluated Grounding. Does the AI answer from your documentation and ticket history, or from general model knowledge? Coverage. Does it deflect tickets (customer-facing), help agents (agent-facing), or both? Cost predictability. Can you forecast next quarter's bill without a spreadsheet model? Time to value. Days, weeks, or a multi-month implementation project? 1. Homegrown & Free: a Copilot Studio agent grounded on SharePoint Best for: internal IT support in organizations that already run on Microsoft 365. This option gets overlooked because nobody sells it. If your company already lives in Microsoft 365, you can build a decent self-service IT assistant in an afternoon without buying a helpdesk. The recipe is simple: put your end-user documentation on one SharePoint site, point a Copilot Studio agent at it, and publish the agent to Teams, where your employees already spend the day. Here is how to do it well. How to set it up Create a dedicated SharePoint communication site, for example "IT Help". Keep the knowledge the agent will use on this...
27th Jun 2026

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Setting up a helpdesk team

Here's a situation we hear about from customers all the time. Someone gets hired as an IT support manager. They inherit two techs, a shared inbox (or a ticketing system nobody likes), and a mandate that sounds something like "build us a proper tiered support team." They have six months to show it's working. It's tempting to start shopping for software. But first you need to find out why everyone hates the current setup. A new ticketing system won't help much if the real problem is that nobody knows who's supposed to approve a laptop. Week one: listen more than you change The worst thing a new manager can do is walk in with a 40-slide transformation plan. Nobody has asked for it yet, and you don't know enough to write it. Instead, talk to as many people as you can, and not only in IT. Department heads, the finance team, sales, and especially the executive assistants. Assistants see every IT failure that annoys their boss, and they will tell you exactly what's broken. Ask what people like about how IT works today and what drives them crazy. You'll get a clear priority list surprisingly fast. Then sit down with your own techs. Ask what wastes their time, what they keep fixing over and over, what they'd change if they could. Pick something you can fix for them. Maybe they're chasing the same approval every week, or sharing one spare laptop between three offices. Sort that out before giving them another process to follow. A few more things to do early: Read the old tickets. If there's any history at all (even an email folder) go through a few months of it with the team. Look for repeat issues, common categories and the stuff that takes forever. This is your first real data. Get the brief from your boss in writing. What does "success" look like in six months? What's the budget? What level of maturity are they actually expecting? "A tiered support team" means something very different at 80 employees and at 2,000. Don't make drastic changes without backing. Changing how people ask for help affects the whole company. If leadership hasn't agreed to it, the first person who complains loudly enough will undo it. Record your starting point Before you change anything, save a few numbers. You'll want them when your boss asks what the last six months achieved: how many requests come in per week, through which channels, how long they take to get a first response, how long until they're resolved, and how many get reopened. The numbers will be rough. That's fine. Six months from now, when someone asks whether the new helpdesk made any difference, you want to answer with "first response went from two days to three hours" rather than "it feels better." The metrics that matter for a helpdesk are well known, so you don't need to invent your own. Agree on what the team supports A ticket can sit untouched because everyone assumes another team owns it. Work out where your team's responsibility starts and ends, including the awkward bits: What do we support, what don't we support, and if we don't, who does? When do we support it? Business hours only? Weekends? Is there an on-call rotation, and who pays for it? What's the difference between an incident (something is broken) and a request (I need something new)? They should be handled differently. Who approves things like software purchases, new accounts or access to sensitive systems? Who orders replacement hardware? Is there an asset inventory, and is it up to date? Is anything monitored, or do we find out about outages when users call? Who owns endpoint security, password management and change management? Write down the gaps too, and take them to whoever can make the decision. "We'll work out who's on call when something breaks" is a miserable arrangement for the person whose phone rings. Pick a ticketing tool. Don't build one You need a ticketing system, but you don't need the perfect one. Almost any modern helpdesk will handle what a team of three needs: tickets, email intake, a portal, a knowledge base, basic automation and reports. Pick something within budget that your team can set up in days, not months, and start using it. Resist the temptation to build something custom or to spend a quarter on a giant ITSM rollout. A team of two doesn't need it, and the time you spend configuring is time you're not fixing anything. (Obviously we'd suggest Jitbit Helpdesk, but the advice holds for any tool.) When you set up the portal, keep this in mind: make it simple for the people asking for help, not for the people answering. Your users don't know how IT works. If someone can't log in, they have no idea whether it's the VPN, their password, an expired license or a permission problem. Asking them to pick from 30 categories and route their own ticket to the "Identity & Access" queue guarantees misrouted tickets and annoyed users. Plenty of helpdesks are designed by helpdesk staff for their own convenience, and to the end user they feel almost hostile. Start with one big button: "I need IT help." Let your tier 1 tech read the ticket and decide where it goes. Once you see which requests come in again and again, add a few specific forms for them (new starter, access request, hardware order) and grow it into a proper category structure from real data rather than guesswork. One front door, and stick to it Once the system is live, every request goes through it. Not a DM to your favourite tech, not a hallway conversation, not a "quick question" in the team chat. Otherwise, a tech can spend all afternoon helping people and look idle in your reports. And when they're off sick, nobody knows what they were working on. This will be unpopular for a few weeks, so be consistent but not rude about it. When someone pings a tech directly, the tech logs the ticket on their behalf and replies with the ticket number. After a while people figure out that filing a ticket is faster. It helps a lot if the tool meets people where they already are, for example by letting them open tickets from Microsoft Teams or by email. The same goes for ticket quality. You're allowed to teach users how to ask for help. A ticket that says "the report doesn't work" should get a polite reply asking which report, what parameters, and what the error said. Better still, put those questions on the form with a ticket template. Templates also make patterns much easier to spot, because the same fields get filled in every time. Documentation: make it easy, not perfect If writing up a five-minute fix takes twenty minutes, the docs will always be out of date. Keep the routine notes quick to write. An informal internal knowledge base, owned by the techs. Every time someone solves something non-obvious, they write a quick entry: what the symptoms were, what the actual cause turned out to be, and how they fixed it. Three paragraphs, no formatting rules. If someone hits the same issue again, they add a short note ("seen again on March 4, this time it was the dock firmware"). Let everyone edit everything, keep backups, and stay out of the way. If every troubleshooting note needs your approval, you've given yourself another queue to clear and your techs another reason to put it off. SOPs for the processes that matter. Onboarding a new employee, offboarding someone, handling a lost laptop, escalating a security incident. Write these together with your techs, not for them. You'll get pushback, and the trick is to sit with them and draft the complex ones as a pair. Ask about the steps they usually leave out because "everyone knows that bit." Those are often the ones a new hire gets stuck on. AI can help turn rough notes into a procedure, but the tech still needs to check it before anyone follows it. Keep the docs near the tickets. Documentation spread across file shares, wikis and someone's OneNote is documentation nobody finds. If your helpdesk has a built-in knowledge base, use it, and link articles from the relevant categories and canned responses. A new tech should be able to find the fix without having to know who wrote it. Ticket history also helps when someone says "IT never told us." It's useful to be able to pull up the actual conversation instead of arguing from memory. ITIL: borrow, don't adopt You'll hear a lot of advice to get certified in ITIL and build everything around it. The concepts are valuable: the incident vs request split, problem management (fixing the root cause, not just the symptom), change management, a service catalog. Learn them. (We wrote a short explainer on ITIL vs ITSM if you need a refresher.) But for a team of three supporting a mid-sized company, a full ITIL implementation is mostly paperwork. Take the parts that solve problems you actually have and skip the rest. You can always add more formality as the team grows. Removing it later is much harder. Automate the repetitive stuff Once tickets are flowing through one system, you'll see exactly where the time goes. A few areas are almost always worth automating early: Joiners, movers and leavers. If your HR system talks to your identity provider, most of the employee lifecycle can run automatically. Account creation, group membership, license assignment and, more importantly, account removal when someone leaves. SaaS provisioning. If your apps support SSO and SCIM, user provisioning and deprovisioning can happen without a ticket at all. Software installs. Most MDM tools let you publish a self-service catalog. Approved software shouldn't need a tech. Password resets. Self-service password reset removes a whole category of tickets overnight. Distribution lists and shared mailboxes. A few simple scripts handle most of these. Triage inside the helpdesk. Auto-assign by category, auto-reply with relevant KB articles, escalate tickets that sit too long, close stale ones. See our list of helpdesk automation ideas for more. Keep track of what these changes save you. When you ask for another hire, it helps to show which repetitive jobs you've already automated and what's still taking up the team's time. Set SLAs and show your numbers Once you have a few weeks of real data, define response and resolution targets and present them to business stakeholders. Be specific about what you can promise. "We'll respond within 30 minutes during business hours" tells people something useful. Promising to resolve every critical incident in four hours is harder to defend when you're waiting on a vendor. Our guide to SLA management covers how to set realistic ones, and ticket priority levels are the other half of the same conversation. Ask your users how it's going, too. Your resolution times can improve while people are still frustrated because they never get an update. Share what you heard and what you're changing. "You told us password resets were painful, so we added self-service reset" earns more goodwill than any satisfaction score. Growing into tiers You don't need tiers on day one. With three people, everybody does everything, and that's fine. Tiers start to make sense when the ticket data shows a clear split between quick, repeatable requests and long, specialist investigations, and when the specialists keep getting interrupted by the quick stuff. A typical progression looks like this: Everyone handles everything, but you track which tickets take minutes and which take days. A dedicated first-line person handles intake, routing and the quick fixes, using the knowledge base the team has been building. Everyone else gets fewer interruptions. Formal tier 1 and tier 2, with written escalation rules: what tier 1 must try before escalating, what information they attach, and how quickly tier 2 responds. Specialist queues (infrastructure, applications, security) once the volume justifies it. For a sense of how many people you'll need at each stage, see how big should your IT helpdesk team be. When you hire, hire for character first. You can teach someone Active Directory. Teaching patience, curiosity and the ability to stay calm with an angry user is much harder. We've written more about the skills good helpdesk staff need. Look after the team you have If a tech tells you they're falling behind, look at the queue with them. Work out what can wait, what someone else can take, and whether you need to tell users there's a delay. If admitting they're stuck earns them a lecture, next time you'll find out from an angry user instead. Give the team time to fix the things that keep slowing them down. That might mean leaving a few non-urgent tickets until tomorrow while someone sorts out the deployment script they've been fighting all month. A rough six-month plan These will overlap. Start writing down fixes as soon as you have somewhere to put them, and agree on urgent-ticket expectations early. The months below give you an order to work through, not deadlines to impose on a team you just met. Month 1: talk to everyone, read old tickets, record baseline numbers, fix one quick pain point for your techs, agree on goals and budget with leadership. Month 2: write down your scope, pick a ticketing tool, launch a simple portal with one "get help" button, enforce one front door. Month 3: review the notes you've collected, document the key SOPs with your techs, add the first request forms based on real ticket data. Month 4: automate the obvious things: onboarding and offboarding, password resets, software installs, ticket routing. Month 5: check whether you're meeting your response targets, ask users what's still frustrating them, and pick something to fix. Month 6: compare against your baseline, present the results, and use the data to make the case for the next hire or the first tier split. Six months in, you should be able to show what comes in, who's handling it, and where the team still needs help. You may still have two techs. At least you'll have something better than "we're busy" when you ask for a third.

16th Jul 2026 • 1 votes
Jitbit Helpdesk Bot is now in the Microsoft Teams Store

Our new Microsoft Teams app just passed Microsoft's certification and is live in the Teams Store: Jitbit Helpdesk Bot. Search "Jitbit" in the Teams app store and it's right there - no custom app uploads, no admin-center gymnastics. Unlike our old webhook integration (one-way channel notifications, now deprecated), this is a proper two-way bot: End users create tickets in chat - type new and get a real form with category and priority, or turn any Teams message into a ticket from the "..." message menu. my tickets lists your open requests Technician replies come back to Teams - as cards with an inline answer box, so the whole conversation can happen without opening the helpdesk Channels get actionable ticket cards - @mention the bot, type subscribe, and every new ticket shows up with Take it / Reply / Close buttons. Cards update in place when the ticket changes - whether that happens in Teams or in the web app Setup takes about two minutes: install the app, click "Generate pairing command" on the helpdesk admin page, paste the command into a chat with the bot. Users are matched by their Microsoft 365 email automatically. Self-hosted customers run their own private bot, so ticket traffic never touches our servers. The bot is included with all plans. Details and setup steps: the integration page and the documentation.

8th May 2026 • 1 votes
Top 20 Helpdesk Interview Questions (with answers)

Help desk interviews usually test two things at once: whether you understand the technical basics, and whether you can explain those basics to a person who may already be annoyed, confused, or late for a meeting. That combination matters. A support technician who can diagnose a network issue but makes the user feel stupid will struggle. So will a friendly person who guesses randomly at technical problems. The best candidates show both: methodical troubleshooting and calm, useful communication. Below are common help desk and desktop support interview questions, with sample answers you can adapt to your own experience. Technical Help Desk Interview Questions 1. Can you tell me about yourself? Keep the answer focused on the job. Mention your IT training, support experience, certifications, customer service background, and the kind of technical problems you have handled. Avoid turning it into a life story. A good answer gives the interviewer several useful follow-up paths. For example: "I have been building my support skills through Windows troubleshooting, networking fundamentals, and customer-facing work. I enjoy breaking problems down, documenting what I find, and helping users get back to work without making the process more stressful for them." 2. A user says their monitor is not working. What do you check first? Start with the simple physical checks before assuming a complicated failure. Confirm that the monitor has power, the brightness is not turned all the way down, the video cable is connected securely, and the computer itself is powered on. If the monitor has multiple inputs, make sure the correct input is selected. If those checks do not solve it, continue with another cable, another monitor, or another port. From there, you can investigate graphics drivers, docking stations, sleep state problems, or hardware failure. 3. What is Safe Mode used for? Safe Mode starts Windows with a limited set of drivers and services. It is useful when a normal startup fails, when a bad driver causes crashes, or when you need to remove unwanted software that loads during a standard boot. The exact steps depend on the Windows version, but the general idea is to restart into the recovery or advanced startup options and choose Safe Mode or Safe Mode with Networking. 4. What is an IP address? An IP address identifies a device on a network so other devices know where to send traffic. On a typical office network, a computer may receive its IP address automatically from DHCP, although servers, printers, and network equipment often use fixed addresses. On Windows, you can check the assigned address with ipconfig or ipconfig /all in Command Prompt. You can also find it in the network adapter settings. 5. What is a default gateway? A default gateway is the device a computer uses when it needs to reach something outside its local network. In many offices and homes, that gateway is a router or firewall. Without a working gateway, a computer may still talk to nearby devices but fail to reach the internet or other remote networks. 6. What is Active Directory? Active Directory is Microsoft's directory service for managing users, computers, groups, permissions, and policies in a Windows domain environment. In practical help desk work, you may use it to reset passwords, unlock accounts, check group membership, or confirm which computers belong to the domain. 7. What is a windows domain? A domain is a centrally managed group of users, computers, and resources. Instead of each PC having completely separate local accounts and permissions, a domain lets administrators manage access from one place, usually through Active Directory. For help desk work, this matters because a user's ability to sign in, access file shares, use printers, or launch certain applications may depend on their domain account and group memberships. 8. A printer is printing strange symbols or garbled pages. What might cause that? A common cause is the wrong printer driver or a corrupted print job. I would first clear the print queue, confirm the correct printer model and driver, and reinstall or update the driver if needed. I would also check whether other users are affected, because that helps determine whether the issue is local to one workstation or shared across the printer or print server. 9. What are common Ethernet cable categories? Common twisted-pair Ethernet cable categories include Cat5e, Cat6, and Cat6a. Cat5e is widely used for gigabit networking, Cat6 is also common for gigabit and shorter 10 GbE runs, and Cat6a is designed for 10 GbE over longer distances. In an interview, it is usually enough to show that you understand the categories affect supported speed, distance, and installation quality. 10. What is a blue screen? A blue screen, often called a BSOD, is a Windows stop error. It can be caused by failing hardware, bad drivers, memory problems, disk issues, overheating, or low-level software conflicts. A sensible troubleshooting path is to note the stop code, check recent changes, review Event Viewer, update or roll back drivers, run hardware diagnostics, test memory, and look for patterns such as crashes only after docking, printing, or launching a specific application. 11. What does DHCP do? DHCP stands for Dynamic Host Configuration Protocol. It automatically gives network settings to devices, including IP address, subnet mask, default gateway, and DNS servers. Without DHCP, users or administrators would have to configure those values manually on each machine. 12. What does DNS do? DNS translates names people can read into IP addresses computers can use. For example, when someone visits a website, DNS helps find the server behind that domain name. In support work, DNS problems can look like "the internet is down" even when the network connection itself is working. Useful checks include trying another site, using nslookup, checking the DNS server address, and flushing the local DNS cache when appropriate. 13. What is a VPN? A VPN creates an encrypted connection from a user's device to a private network. Remote employees often use VPNs to access internal applications, file shares, intranet sites, or administrative systems that are not exposed to the public internet. When troubleshooting VPN issues, check credentials, MFA prompts, internet connectivity, client version, certificate problems, and whether the user is on a restricted network. 14. What is the ping command used for? ping sends test packets to another host and reports whether replies come back. It is a quick way to check basic reachability and latency. It does not prove that a website, file share, or application is working, but it can help narrow down whether a device can reach another device at all. 15. What is Group Policy? Group Policy is a Windows feature used to apply settings across users and computers in a domain. Administrators can use it to configure password rules, mapped drives, desktop restrictions, security settings, software deployment, browser settings, and many other policies. For a help desk technician, Group Policy is often relevant when a user cannot access a feature that someone else can, or when settings keep changing back after a reboot or login. 16. What is a PST file? A PST file is an Outlook data file, commonly used to store email, calendar items, contacts, and archives locally. In support scenarios, PST files come up during Outlook migrations, archive recovery, mailbox troubleshooting, and storage cleanup. 17. How would you change folder permissions? First, confirm who should have access and whether the folder is local, on a file server, or controlled by a broader policy. On Windows, folder permissions are usually managed from the Security tab in the folder properties, where an administrator can add users or groups and assign permissions such as Read, Modify, or Full Control. In a company environment, it is usually better to grant access through security groups rather than adding individual users one by one. 18. What is the difference between a hub and a switch? A hub sends traffic out to every connected device, whether the traffic is meant for that device or not. A switch is smarter: it learns which devices are connected to which ports and forwards traffic only where it needs to go. That makes switches much more efficient and secure for modern networks. Hubs are mostly obsolete, but interviewers still ask the question because it tests basic networking knowledge. 19. How would you recover files from a virus-infected computer? Do not rush to copy files from an infected machine onto the network. First isolate the computer, document symptoms, and follow company security procedure. If recovery is approved, use a clean, trusted environment and scan the drive with updated security tools before moving any files. Depending on the incident, the correct answer may involve escalating to security, preserving evidence, or restoring from a known-good backup rather than manually extracting files. 20. Why should we hire you? Use this answer to connect your skills to the role. Mention technical fundamentals, reliability, communication, willingness to learn, and any experience that proves you can handle real users under real pressure. A strong answer is specific: "You should hire me because I can troubleshoot methodically, explain technical issues clearly, and stay patient when users are stressed. I also document my work, ask for help before wasting time, and keep learning so I can solve more problems independently." Customer Service Help Desk Interview Questions Technical answers matter, but help desk work is still service work. Interviewers want to know how you behave when the problem is unclear, the user is frustrated, or the ticket queue is already full. 1. What makes someone good at help desk work? A good help desk employee listens carefully, asks clear questions, and explains the next steps without drowning the user in jargon. They also know when to keep troubleshooting and when to escalate. Speed matters, but accuracy, documentation, and the user's experience matter too. 2. What do you do when you cannot solve an issue? I would gather the important details first: what changed, who is affected, what error appears, what has already been tried, and how urgent the issue is. If I still cannot resolve it, I would escalate with clean notes so the next person does not have to start from zero. 3. How do you handle an angry or frustrated user? Stay calm and avoid arguing. Let the user explain the problem, acknowledge the impact, and move the conversation toward the next useful action. A simple sentence like "I can see why that is frustrating; let's check the fastest things first" can lower the temperature without making unrealistic promises. 4. Tell me about a conflict you had and how you resolved it. Choose an example where you stayed professional and solved the actual issue. The best answers are not dramatic. A misunderstanding about priority, a handoff problem, or a disagreement about procedure can work well if you explain what you learned and how you prevented it from happening again. 5. How would you rate your troubleshooting ability? Be confident but realistic. If you are early in your career, a four out of five is often more believable than claiming perfection. Explain that you are strong at structured troubleshooting, documentation, and asking good questions, while still knowing when to escalate unfamiliar problems. 6. How do you keep your IT knowledge current? Mention specific habits: reading vendor documentation, practicing in a lab, following release notes, taking courses, studying for certifications, or learning from tickets after they are resolved. Interviewers like answers that show steady curiosity rather than vague "I read online" statements. 7. Why do you want to work in help desk? A good answer connects problem-solving with service. You might say that you enjoy figuring out technical issues, helping people get unstuck, and learning a wide range of systems. Help desk roles expose you to many parts of IT, which makes them a strong starting point for a support career. 8. How do you stay organized? Talk about your system. For example, you might prioritize tickets by urgency and impact, keep notes inside the ticket, use reminders for follow-ups, and close the loop with users before marking work complete. The point is to show that you do not rely on memory alone. 9. Is teamwork important in help desk? Yes. Support teams depend on clean handoffs, shared knowledge, and good escalation notes. No one knows every system, and many incidents require cooperation between help desk, infrastructure, security, vendors, and department managers. 10. Which ticketing systems have you used? If you have used a ticketing system before, name it and describe what you did with it: creating tickets, assigning priorities, documenting work, escalating issues, using canned responses, or building a small knowledge base. If you have not used one professionally, say so honestly, then explain that you understand the core workflow: capture the request, categorize it, prioritize it, document progress, communicate updates, and close the ticket when the user confirms the issue is resolved. Final Tips Before the Interview Practice explaining technical ideas in plain language. Prepare a few real examples from school, work, home labs, or previous customer service jobs. Do not pretend to know something you do not know. Explain how you would find out. When answering troubleshooting questions, start simple and move step by step. Show that you care about documentation, follow-up, and the user's experience. The strongest help desk candidates do not sound like they memorized a script. They sound like people who can stay calm, think clearly, and keep a user informed while working through the problem.

8th Mar 2026 • 1 votes
AI features now run on-premise

Short version: every AI feature we ship on the hosted helpdesk now runs on the self-hosted edition too. It's a separately licensed Docker add-on, perpetual license, one-time payment. Customer data stays on your network. Requires Jitbit Helpdesk v11.22 or newer. Why this took a while Our AI stack isn't a thin wrapper around an LLM API. It's a Python service running a local vector database (Qdrant), embedding models, and a RAG pipeline tuned against support-desk content. That's what makes "similar KB articles" surface the right article, and what keeps reply drafts grounded in your own documentation instead of hallucinated. Running that stack on our own hosting is one thing. Packaging it so your IT team can stand it up on your own hardware without babysitting Python dependencies is another. We sat on it until we had something we'd be comfortable supporting. What you get Similar-article suggestions inside tickets - ranked by semantic similarity, not keyword overlap Semantic KB search for end-users - results ranked by meaning AI-generated reply drafts grounded in your KB, writing-style rules, and the ticket context External documentation indexing - crawl your own docs, wiki, or any internal site and use it as AI context alongside the KB Choice of embedding model - free local model that runs on CPU, or OpenAI embeddings with your own key Generative provider - OpenAI, Azure OpenAI, or AWS Bedrock, customer brings their own key Feature parity with SaaS. No caveats about "basic" ChatGPT integration. How it ships A Docker Compose stack you drop in next to your existing Helpdesk install. Runs on Windows or Linux, bare metal or VM, Intel/AMD or ARM. Upgrades are zero-downtime and preserve Docker volumes — indexed data and cached models carry over. Full setup and system requirements are in the manual. Privacy This is the reason we finally built this. With the bundled local embedding model, nothing about your tickets, KB articles, or indexed documentation leaves your network. No embeddings sent to OpenAI. No vectors stored in a third-party service. The vector DB is a container on a host you own. If you want a generative model for reply drafts, you bring your own API key. Azure OpenAI and AWS Bedrock keep everything inside your existing cloud tenancy, with a BAA if you need one. For regulated on-prem buyers — healthcare, defense, financial services, government — this was the #1 reason you told us you couldn't adopt our AI features. It's no longer a reason. Pricing Licensed separately from the core Helpdesk product. Perpetual license, one-time payment, 1 year of updates included - same model as the rest of the on-prem lineup. No subscription, no per-agent add-on, no per-request fees. See the pricing page for the current price, and the on-prem AI landing page for the full feature list and requirements. Setup instructions live at jitbit.com/docs/ai-on-premise.

10th Feb 2026 • 1 votes

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yesterday • 1 votes
The slopocalypse survival guide

Slop is without a doubt everywhere. Be it in restaurant’s menus, music playlists, or online game storefronts, it is now impossible to escape it. Yet, I’ve never met anyone who was actually looking forward to consuming that. No matter how hard it’s shoved down our throats, the human longing to connect with other people through art still remains. Raymond Kotewicz They will not let you filter A simple solution would be to have slop filters. Automatically label AI-generated trash, and let users hide it if they don’t want to see it. So far, I don’t think any of the major internet platforms has implemented this. The common excuse for why they don’t let you easily filter out slop is that it would be technically too difficult. Let me be clear with everyone here: this is complete bullshit. We’re talking about companies that can hire some of the most talented engineers in the world. I don’t think anyone seriously believes they can’t come up with a way to guess if a file has been generated by AI or not. 90% of the slop out there stands out so much everyone can see how it was made after looking at it for 5 seconds. A more plausible reason for the lack of slop filter is that they are simply testing out the waters. They are checking if users will tolerate it. The question tech executives want answered is: will people buy this garbage? And if the answer to that question is yes, here’s what they will do: they will start generating it themselves. They don’t need the useless meat proxies who think typing ten words and pressing enter makes them creative. They definitely don’t want to verse anyone royalties when they could just be making a one time purchase of tokens. If you think this is not real, just ask Tim Sweeney. I bet he will be more than happy to confirm. Roman Navarro Curation by humans for humans So now that it’s clear that tech companies will not save us from drowning in slop, it’s time to turn back to actual humans instead. The good news is they are a lot of people who are here to help you. There are thousands of people on the internet who will search through mountains of content to find the perfect piece of art they want to share with the world. We don’t explicitly call them curators. They are streamers, bloggers, journalists, DJs, overly enthusiast fans, or simply your friends. Some of those people are seriously amazing. There are DJs out there who will spend thousands of hours digging through crates to craft you the perfect ninety minutes of music. Why do you still need those machine-generated playlists? The alternative to blindly trusting the output of a recommendation algorithm isn’t always to become an expert in every field of art. Sometimes you just have to put the trust you had in a machine back into another person. Back to the real world? The real long term solution would be to stop relying only on the internet for distribution. This is already a thing in the music industry. Every city has a record shop that will sell you a carefully selected set of vinyls. For many musicians, physical sales (and concerts) are a much better source of income than streaming. The same goes for the movie. While text-to-video AI is a thing, the real money isn’t made by generating 30 second TikTok dramas. The real money comes from people paying tickets to see a full-length movie in a theater. Sadly I’m not too optimistic about my own field: video games. Somehow it seems the direction we’ve taken is the opposite. We’re all in on online distributions platforms. We have fully accepted them as our new digital overlords. Next month GTA V is coming out without a disk in the box. Sony already announced that the next Playstation will not support physical media. Physical distribution is not even mentioned in the pitch of the average indie publisher. In Breda, the small Dutch city where I live, we used to have two dedicated video games shop. Higher interests rates, expensive rents, and various policy failures have done their jobs: they are both closed. I don’t think this is a good sign for the survivability of the gaming industry.

yesterday • 1 votes
LARPing with Agents (and Why It Works)

Understanding how assigning anthropomorphic traits to agents can improve their effectiveness and interaction.

yesterday • 1 votes
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